{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gibbs Sampling\n",
    "\n",
    "The Gibbs Sampling Algorithm is a particular instance of the Metropolis-Hastings Algorithm wherby every step is accepted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import norm\n",
    "from numpy.random import randn, seed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example we consider a distribution of the form\n",
    "\n",
    "$$\n",
    "    p(x,y) \\propto \\exp(-x^2y^2)\n",
    "$$\n",
    "\n",
    "To perform Gibbs Sampling over $p$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 267,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def p(x):\n",
    "    return np.exp(-x[0] ** 2 * x[1] ** 2)\n",
    "\n",
    "xmin, xmax = -4, 4\n",
    "ymin, ymax = -4, 4\n",
    "X = np.mgrid[xmin:xmax:0.1, ymin:ymax:0.1]\n",
    "Z = np.apply_along_axis(p, 0, X)\n",
    "\n",
    "plt.contourf(*X, Z)\n",
    "plt.title(r\"$\\tilde p({\\bf x})$\", fontsize=15);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vrange = np.linspace(-4, 4, 100)\n",
    "\n",
    "yvals = np.linspace(-3, 3, 50)\n",
    "for ix, y in enumerate(yvals):\n",
    "    x_giv_y = norm(loc=0, scale=np.sqrt(1 / (2 * y ** 2)))\n",
    "    plt.plot(vrange, x_giv_y.pdf(vrange) + y, c=\"tab:gray\", alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = 0.01, 0.01\n",
    "samples = [(x, y)]\n",
    "\n",
    "seed(31)\n",
    "for _ in range(1_000):\n",
    "    sigma_x = np.sqrt(1 / (2 * y ** 2))\n",
    "    x_giv_y = norm(loc=0, scale=sigma_x)\n",
    "    x = x_giv_y.rvs()\n",
    "    samples.append([x, y])\n",
    "    \n",
    "    sigma_y = np.sqrt(1 / (2 * x ** 2))\n",
    "    y_giv_x = norm(loc=0, scale=sigma_y)\n",
    "    y = y_giv_x.rvs()\n",
    "    samples.append([x, y])\n",
    "    \n",
    "samples = np.r_[samples]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 252,
       "width": 374
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(*X, Z, levels=3, cmap=\"inferno\")\n",
    "plt.scatter(*samples.T, s=10, alpha=0.5)\n",
    "plt.ylim(-4, 4)\n",
    "plt.xlim(-4, 4);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9R9y+58Gte4/4+74HgcGhWFlaYGWhTvywVGP96tza8tWYhQU5rS2pUu4TShQulGbxeD99xtwV69lz+KTWuK2NNStm/aRzmUxCQgJLV61jwfLVmjc/ZmambFvzC5+WLpWqWJ/4+NCz3wCe+DwFEm8s3rVlA6U/Sd28QoiPhyTsepKEXQjxLnv27Wf4mB+AxNZ8h/bsoGBB+1TNGR8fz+eDR3D+8lXNvKsXz6a6c0Wd5zp06hz/+2mm1gpzg1pVGT24H6WLF0lVnAB+gcGa5Pz2PQ9u3X+E7wv/VM9b3KkgzV1q0MylOp+WLJLqN0AAt+8+YMbS1Zy7ckMzZmZqyoJJo2hWX/d68eNnzjF83BRCX+1eWqJoYXb/sRK1OnVddHyePqVnvwF4P/EBoEkjV5Yvmp+qOYUQHw9J2PUkCbsQIjnx8fG0bN+FB48eAWnXc33Jyt+Zt2wlkLgSvnbpXFxqVtN5np0HjjN62nzi4xMAsM+fl9njhlO7qu6Jf1IhYeGs33WYzfuP8+TZy1TNlRKF8uehmUt1mtergXPZkqnaHEpRFE5fdGfk5Hn4BwUDid/jCSMG8Xmn1jrPd/+RB+17fUVkVBQAvbt2ZNLY4XrH99q/d+/RqmNXzfm+7ZspU/qTVM8rhMj8JGHXkyTsQojkbNq6nXETpwBgZWnJqcP7U73F/KWrN+jx1VASEhKT7CH9+zBicH+d5/ljx1/8NGeZ5ryIY0HWL5xKoQL679b5wj+Q1dv2s2HvUa3ymv8yM81BmeKF+bRkUcqVKkr5UsVwKJCXiMhoQsMjCIuIJCw8gtCIyFfHkZpx76cvOON+k8io6GTnzmtnS5M6VWnmUp2alcrq3cnG84kvfUf8hOeTp5qxgb06M2pQH53fEGzasYcffp6tOV+1aBaudVPflnHw/77j0NFjADRr3IhlC+emek4hROYnCbueJGEXQvxXaGgoDVu2JSAgcffNYd98zbeDB6ZqzqDgEFp174fvs8T2jdUqV+TPXxfo3DZwxZ/bmbF0teb8k+JFWLdgCnlz63aD5WuePs9YsXkv2w+d0iqtgcTkvGyJIpQrWZRypYpRrlRRShQulKqWkJFR0Zy5cpODpy9y7PxVQsMjkn1evty5GNX/Mzo0cdFr1d0/MJgBoydx/e+7mrH2zVyZNW44JibGKZ5HURQGffcDR06eBRL7tB/Y8nuqN1e68+9dWnfqpjn/a8cWqWUXIhuQhF1PkrALIf5r5twFrFi9FoACBfJzdN8u1Gq13vMpisLXI8dz+MRpAGxz2vDXpjXY59dtRXz+b+tZvGaT5rxi2VKsmTcZWz06wPg892Pmig3sP3WehATtn/UlChdiUPd2tHatjWmO9OvXHhMbx/lrtzl05hJH3K7gn8xOrJXLlmTW6EEUd9L9RtXIqCiG/jSTY2cvacY6t2rCzB/+p1PdfEBgEC269dF09GnoUpvfFsxIde39oKHDOXLsBAAtmjZmyfw5qZpPCJH5pUfCrn8hoRBCfKSCgoJZu/5PzfmY4f9LVbIOcNLtgiZZB5g5YazOyfrpC+5ayXqNyuVZv3CqXsl6YHAonw2byL4T57SS9UplSvDrlJEcXDWbjk3rpWuyDmCaw4T61Ssx7buvuLB1ORvn/0Tfjs3Jk+tN6dG1f+7TZ/R0omNidZ5fbW7OL9PG071dc83Ytr+OcOLcZZ3msctly+yJP2jOj585x7lLqV/k+fbrN3+1OXD4KL6vNlcSQghdSMIuhMh2Ll6+QkxsYnJYulQp2rRqkeo59x85rjnu1qE1TRq46DzHuu37NMcu1Z1ZPXciVpYWOs8TH5/A8GlL8Hn+ZoMgl6oV2DDvR7YvmUKTOlVTdeOnvoyNjahRsSw/DenLiT8W8nWPdpo3DE9f+HH4rG5J9msmJsb8PHoIrRq9+Z5fun5b53nq1a5B62aNNOf3HnroFU9Sn5Ypzadl3vR3f72xkhBC6EISdiFEtnPh8ptdQl3r10112UN8fDzHz5zXnH/WoY3Oczx9/pKTSXYvnTTya9Tm+rUXXLRuG6cvv2l9uHTicH6f9QM1K32aJu0V04Kl2pxR/bszuGcHzdiGvUf0nk+lUmm1dnzw2FuveYo6OWiOg0NC9Y4nKTMzM83x65uRhRBCF5KwCyGynYtJEvYa1XTfdfS/3G/cJvBVi8F8eXJTXo8dM7fuO6JJ5mpXrUgRh4J6xXLsvDuL1+/QnA/u2Z4W9WroNVdG6NrCFeNXq/0Xb9zhgaeP3nMVL+KoOX6oZ8JuY/2m/Cg45O16e30k/WtGdrhvTAiR9iRhF0JkK4FBQdy9dx8AY2NjnCtVSvWcx06d1Rw3qldH53KTuLh4tuw9pDnv3k6/Eh3/oBBGznjTCrJOlfIM79v1Pa8wvAJ57Whc582bpg17j+o9VzHHQprvvdfTZ0RFJ99a8n1sc9pojtNqhT3p/4f4+Pg0mVMIkb1Iwi6EyFYuXbmqOa5Q7lMs9agRT0pRFI4kSdgbN6ir8xynLrrj+yKx3jy3bU6a1KupVyxL1u8gODQcAPt8uVkw7luMjTP/j/kebRprjnccPv3OHu4fYmZmiqN9fiDx38XDS/fV+pxJbvANSocV9v926xFCiJTI/D/JhRAiDd3++x/NsXPl1K+uBwWH8NjrCZB482Ptas46z3HszAXNcdMGtTHNkUPnORRFYeeRM5rzZnWrkdvW5j2vyDzCI6I0xyFh4Vy/80CvecLCI4iNe9Nn3uup7jd4vnjprzmOjIx6zzNTJiEhgRcv0383WSFE1iYJuxAiW7FLshnOyzRIpCwtLTSdXOLi4vF4lbzrolSxIprjk+ffdLDRhUqlomLp4przDXuPsvXASZ3nyUiKorD0z50MnjhPM5bT2pIShXXvx64oCmOmLeDp88R/U3MzM8qVKqHTHP6Bgcxd9pvmvLpzRZ3j+K/9h47wyOMxAGq1OWVLf5LqOYUQ2Y8k7EKIbMW5YgXN8bUbN1M9n2mOHDRIso39oeOn3/Ps5HVt05Tctol9yX2fv2TngeMfeEXyZo4aRF47WyBxw6Ixs5czeclarVXnzCIqOobh05Ywd9VmzZiTfT62LJyk+Rp08duGHRw44aY5nzZmCIXsdeuDP3XuEs3Nw4XsC/BVnx46x5FUXFwcC5a8uaegb68e2NrmfM8rhBAieZKwCyGylTKlS2va7Hk/8cHPz/8Dr/iw5g3ra44PHT+l8+st1OZ82f1Ne8Nl6zbrlWQXyGvHtsWTKV3MSTO2dsdB+o6eTkBw2tRjp4U7Dz3pPnwSe469SbBrVirLzmVTKVnE4T2vTN7+42eYsXS15rx3p9a0b95QpzlOn7vIrv2HNeeTvx+BpUXq7m/YuWcfHo89AbC2tmJAv76pmk8IkX1Jwi6EyFZMTXNQrmwZzfm1m6lfZa9fpwampqYA/Hv/oaamXRe9OrbS7Gjq/fQ5ew6f1CsWR/t8bF08meb1qmvGzl//m/Zfj+POQ0+95kwrD718GDplIa0GjOHGvw81491bN2LtzB/IlVP3HV0v3/ibEZPnas6rVvyUcUP76zRHRGQk46e9maN1s0a4JvmriT6iY2JYtOxXzfmAfn3ImfPjuKdACJH5SMIuhMh2Kld6UxZzOUnXGH1ZWlhQr9abBHnL7n3veXbyrCwt+KJbe835/N/+wP3WP+95xXviUZuzdMJwRvR709LxybOXdBg8jt6jpvLLht3cvPuQ+Pj028QnPj6BOw892bjvKGNmL6dZv5E07TeSfSfebDBlZKRiwpC+/Dy8v2bH05QKC49gxZ/bGTB6EjExiTX/xZwcWDHzR51u2g2PiGDs5Jk8eeoLJHaJ+XHkUJ1i+S9FUVi6/Dee+ibOaWeXi769eqZqTiFE9qbbT0ghhMgCqlSuxMo16wBY9+dGmjRypVoV3bu7JNWsYT2OvmrvuHzNn+QwMWHYoC912ln08y5t+G3jDkLDwnn6/CVdBo6iXdMGjPmmHwXy5tEpHpVKxZDeHfmkmBMjpi0hPDKKmNg43Nxv4eZ+i9krE59X/pNiOOTPS14728SP3LbkzZV4nC+3LXa2NpgYG2vmTUhIICwiitCwcELCIwgODSMkLIKQsHBCwiJ44R/IzbsPufnvQyLe056xce0qDO/XlTLFC+v0dQUGh/D71r38vnUPwaFhmvHcuWxZPXei5q8UKXH52k1GTZiK15OnmrHvh31D3tx2OsWUVGxsLBOnzmDT1u2ascEDvkx1+1AhRPamyg67rqlUKndnZ2dnd3d3Q4cihMgEYmJiad+th2YDpVy2tuzY9AdOjrrXT2vmjI3lsy+HcP32m1XxVk0aMnPiWCzU6hTP89exM3w3Za5m1RhAbW7G4M+70r97R8zMTHWO7f7jJ4ya+Qs37z788JP/Q6VSYWdrg9rMlNDwCELDI/TuJW5sZETdquUZ1qcLFcvo1sHlhV8Aqzbt5M+d+4n4T7tF+/x5WT59HOVLl0zRXNHR0cz/ZRW/rd+ktfNox9bNmT3pB53eZCUVEhLCkBGjcDt/UTNWvWoV1v72C2amuv+7CSE+TlWqVOHq1atXFUWpklZzSsIuhMiWfJ4+pcNnvfD3DwCgZInibN+wPlUroeEREQwZM4FTbm/6qpcqUYzlc6ZSxCnlbwa8nz5j2pJVHDp5TmvcPn9eerRrTpfWTcmXR/dVYN+X/py7ehs391ucu/Y35qY58PJ9ofM8KVUgjx2VypagUumSVCpbgnIli2KhNtdpjkdePqzZvIutfx3RehMDULiQPYN6d6F984aYmaasDOaS+3V+mjGPew89NGPWVlZMGjOMdi2b6p2se3p5M+CboTx89Gbedq1bMn3yBM1NzkKI7EESdj1Jwi6ESM61Gzfp0bc/MTExALRs3pRFc2bqnbQBxMbGMXnOQv7cukszZmNtxfypP+l8I+O5KzeYvOBX7j3SvlnUxNiYRi416NGuBXWqVdLaSTOlFEXhuV8gHk98eRkQlPgRGMRL/9fHwfgFBOEf9HZ3GSsLNdZWFthYWWJjaUFOa8vE41djnxRzolKZEtjnza1zXAAe3j7sP36W/cfPcOe+x1uPlypWmMGfd6VlQxdMTIyTmeFtL176MX3BMnYfOKI1XqdGVWZOGEvBAvn1ihXgivs1Bg0dTmBQkGZs2JDBDBk0IFX/l4QQHydJ2PUkCbsQ4l227dzNmPETNOffjxpB/76fp3reLbv+4qcZ8zRvBlQqFcMGfcHgL3pjbJyyJBMSN2PasPsAC1f+SWAyrRkdC+anW9vmtG1SHwd7/ZPOd4mNi8M/MITomBhsrCyxtrLQqmlPC4qicO+RJ0fPXnxnkg5QsWwpvunTjYZ1qqf4TUp0TAzrt+xg0a9rCAuP0Iyrzc0Z87+v6dWlvV5veF7bve8vxo6fqNnsytTUlFlTJ9OmZXO95xRCfNwkYdeTJOxCiPeZMGUaf2zaAoCRkRH9+37OsCFfp7qU4cbfdxg8ajy+z96UnRRxcmBgnx60b9VMp7rm6OgYDpw4y8bdB7l84+9kn1PEsSB1q1XGuXwZnMuVplCBfDq9OcgosXFxeD3x5crNf3C7cp3z7jfxDwxK9rmmpjmoX6MKvTu3pk7VSilesfYLCGTj9t38sXUnL/0CtB5r2cSVH4Z/k6pV9ae+z5g+ey77D71Zsbezy8WvixfgXCn1O6QKIT5ekrDrSRJ2IcT7xMTE0rNff65ev6EZK16sKLOmTqZShfKpmtsvIJChYydw4co1rfH8efPwZa9ufNaxLVY61s3f9/Bi056D7Nh/TKtTyn+ZmZpS1KkQJQo7UryII8ULO1C8iCPFHAvpdfOqLhRFwT8wmEdeT/Dw8kny2QcvH1/i4uPf+drXSXrLRi40rFMdax2+P3fuPWDtxm3sPnBE89eN14oXKcyEMcOoW6Oq3l9XdEwMq9auY9mKlUQmufm1RLFirPxlMY4OhfSeWwiRNUjCridJ2IUQH+LnH8CwUWM5f/GSZszIyIgv+/Rm+LeDU7XaHhcXxy9r/mDl+s2Ehmkn2DltrOnQqjktmzTAuUI5ncozoqKjOXjCjd1HTnHx6i2iohPbKJrmMCEm9t07pRoZGeFon59ihR3ImzsXlhZqrCzUWFpYYKE2f3WceFwr6w8AACAASURBVP76MWMTYyIiIgmPjCI8IpKIyEjCI6ISP78ei4gkODSMx0+e8sjrCSGh4Sn+WmxtrKnpXIFmDWrrnKT7BQRy7LQbew4c4fzlt/vq58+bhy97d+Pzbp106tH+XydOnWbKjNl4enlrjbdr3ZKJ48ZiYyMbIwkhJGHXmyTsQoiUSEhIYNPW7cyYM5/wiDf1zsWLFWXmz5OoXLHCe179YaFh4WzcvptVf25+q0wDoEC+vDRvVJ+WTVx1Tt6jY2Jxv/kPZy9f47H3U67c/Bu/gOTLTDKDAnlzU7pEUWpXqUitKhUpU7KoTl/vY68nHD11lsMnzuB+4xbJ/S6r8GkZvujZlRaNGpBDx42ZkvL08ubnGbM5fuq01njpUqWYOH5sqnv4CyGyFknY9SQJuxBCF098fPj+p8mcu/Cmn7aRkRFf9OnF8CGDMTfXrTXhf0VHR7Nj3yFW/L4Bzyc+yT7ndfLeorErVSrqlry/FhwSygNPbx56PuHhY28ePPbm4WNvvH2fJ5vgpjVLCzVFHQtS1MmBYk4OFHMqRFGnQhR1LISlRcp700Niic2tO3c5cuIMR06e0WrLmJSRkRHNG9Xnix5dqVzh01R1aYmIiGT5ytX8tnqt5qZSABsba0Z8+w3du3bGxET2HxRCaMvSCbtKpZoJVAVKAXmASMAT2AUsURTFPxVzS8IuhNCJoihs3LqdGbPnaa22F3ZyZNzokTRyrZ/qa8THx3Pukjv7j57g8IkzBAYFJ/u8/Hnz0KJxA5q61qNa5QqpvpE0OjqGR94+eHg9ITgkjPCISMI0ZS6Jx+GajwjCIiKJj49PLJFRm2NpocZCrcbSwhwLtVpTRmOhVmNpqU4st3FyIF8eu1S3yLx68xb7j5zk6Kmz+D5Pvme8SqWiaqUKNHGtS4tGrhRKZbec2NhY/ty8lV9WrMLP/82vHpVKRddOHfjuf0PIbaf/bqhCiKwtqyfsMcBV4B/gBWAJ1CQxiX8K1FQUxfvdM7x3bknYhRB68Xn6lO9/mqS1eyVAw/r1+PH70anaHTWp2Ng4Lrhf48CRExw+cZqAdyTvtjltqFO9KnVrVcOlZrVUdTrJjHyfv+D0uYucdLuI26UrhIUlXwdvZmZK3RrVaNLAhYb1apPHLleaXP/SFXd+mjKN+w+0d4WtWL4cE8eNpUL5cmlyHSFE1pXVE3ZzRVGikhmfCvwA/KIoymA955aEXQihN0VR2LR1OzPnLSA0SVcWU1NTBvXvx8Av+6W6TCapuLg4Lrhf58CRExw6foqAoGBMTU3f6noCiZ1PXGpVo27NatSoUglLC/13ajWEmNhY3K/f4pTbBU6eu8i9B4/e+dycNtY0qleHJg1ccKlVDQu1bmU17+Pn58/0ufPZtWef1niBAvkZPuRrOrZrm6p+7UKI7CNLJ+zvolKpKgLXgaOKojTRcw5J2IUQqeYfEMDchUvYsn2nVg24o0Mhfhw7Ok3KZP7rdfJ+5txFdh84wgu/d1cH5jAxoUql8tSpXpVSJYpSxMkBJ4dCOvV7T08JCQn4Pn+Jh5c3Dz0ec+6SO+cuuRMeEfnO1xQskJ/6dWrSqokr1SpXTNXNo8mJj49nw+atzF20ROvNmIVazbeDB9KnV49M8/0TQnwcsmvCPh6YAsxTFOU7PeeQhF0IkWZu3LzFhJ+nc+vvf7TG07pM5r8UReHug0ecvXCZM+cvcenaDaKj3151T8rIyIiCBfJTxMmBok6OFHFy0Bw7FCyQ5jdNKopCQFAQHp7eiR9e3nh4PsHDyxtP7ycfjNc0Rw6qOVekfu0a1K9TgxJFi6SqDv59bty8xY9TpvH3P3e0xls0bcy4MaOwz2LlRkKIjJEtEnaVSjUSsAJykli/Xhe4CTRWFOXlB177roy8tLOzs4Uk7EKItBIfH8/m7TuZu2AxQcFv6s3Tq0wmOVFR0Vy+fpOz5y9x5sJl/r3/8MMvSsLExJicNjZJbiJN/Gzxqv+6pYUFFq96shsZGRH5qt96ZFTiDamRkVGverNHEvnqhtWQsLB31p2/i0NBe+rXqUGD2jWpWa1yupf1BAUFM3vBIjZv26H1l5LCTo5MHPc99erWTtfrCyGytuySsD8Dki5rHAT6KoryPAWvlYRdCJGhAgIDmbNg8VtlMk6ODixfvIBPSpbIsFhevPTj7MUr3Lh9h8de3nh4PcHH91mGtHBMqdy5bClS2JGiTo6UKVWC+rVrULSwY7qtov/XqTNuDB/9PcEhIZoxMzMzvh7wJV990SdVG2QJIQRkk4T9NZVKlR+oDcwArIHWiqK8vYVdyuaSkhghRLpKrkymZfOmLJ47y4BRJfZ89/J5ymOvJ3h4evPY6wmPvROPn7/0S5drWqjVFC2cWHZT9FVyXrSwI0WcHMlpY50u10yJyMhIark20apVd63vwk/fj0m3MiYhRPaTHgl7pt3x4dWK+k6VSnUVuAesA6SflhAiU6pYoTzbN67n+58msX3XHgB8fZ8ZOKrE1eOSxYpSsljRtx6LioomNCyxD/vrHuyJJS4RRLw6DotIPI5PSMBC/brvuhr1q37sarUayyTnFhZq7GxtM2zFXBdHT5zSStaXL55PY9cGmTJWIYRIKtMm7K8piuKpUqn+ASqpVKo8iqKkz5KQEEKkkrGxMQO/7KdJ2AMCAw0c0fuZm5thbm5GXkMHkkF27X3TsnHYkME0aehqwGiEECLlPpamsgVffY43aBRCCPEBtrY5NcdB79j8SGQ8Pz9/zrid15y3b9PKgNEIIYRuMkXCrlKpSqtUqgLJjBu92jgpH3BOUZTMvVwlhMj2ctrYaEosgkNCiIuLM3BEAmDvgYPExyeu+VR1royjQyEDRySEECmXWUpimgOzVSrVaeAh4E9ip5j6QDHgGTDAcOEJIUTKeHk/0erKEhwSQm47OwNGJAB27/1Lcyyr60KIj01mSdiPAiuAOkBFwBYIJ/Fm0/XAIkVRAgwXnhBCvJ+ffwCLlv7Cpm07tMaVhMzZiSs7URSFew/e9KhPSEgwYDRCCKG7TJGwK4pyG/jG0HEIIYSuIiMjWb3uD1asWktYuPaGQf169yRPntwGiky8plKp6NqxPes3bgZg+px51KxejeLJdM4RQojMKFPUsAshxMcmPj6ebTt307hVO+YtWqqVrNeqUZ3dWzcyfuwoA0Yokhrz3TBKFi8GQGRkFMNGjSU6JsbAUQkhRMpIwi6EEDo643aOtp27M2b8BJ49f6EZL1m8GCt/Wcz6Vb9SrmwZA0aYNuLj4wkOCeXJU198n7/4qEtJ1Go1C2bPwNTUFIB//r3L3AWLDRyVEEKkTKYoiRFCiI/Bv3fvMWPuAs64ndMaz5snD8OGfE3nDu0wMcncP1YVReH5Sz/+vnOPm//cwS8giNCwMELDwgl79TnxI4yw8Ait16rNzSlexIniRQtrPkoULUxhRwdMc+Qw0FeUcqU/KcXYkcOZPG0mAKvX/UHDBvWoWb2agSMTQoj3y9y/WYQQIhMIDApi7sIlbNq6XasDjFptzoB+fejftw+WlhYGjDB58fHxPPL04p+7D7hz9z5/373Pnbv3CdCzP3xkVBS3/73H7X/vaY0bGxvj5FCQEq+S+Gau9ahYrmxafAlp7vMen3Hy9FlOn3VDURTGjJ/A4X27MHu18i6EEJmRKukvn6xKpVK5Ozs7O7u7uxs6FCHERyQhIYEt23cye/4igoLfJLlGRkZ07tCOYUO+Jn++fAaMUFtQcAgn3S5w+eoN/rl3n7sPHhEVFZ2qOa0sLbC2tiIyMoqg4JAUv65a5Yp89Xl3XF1qYWSUuaovn794QYt2nQkOSfx6Jo4bS+8enxk4KiFEVlGlShWuXr16VVGUKmk1p6ywCyFEMm7eus2En6dz8/bfWuP16tZh7MjhfFKyhIEi0/bI04tjp9w4dtoN9xu3NZsDvY+VpQVlSpWkXJlSFHZ0wMbKEmtrK6ytrLC2ssTGygpra0ssLSwwNjbWvC4gMIgHHp489PDkgcdjHj324oGHJz6+z966xuVrN7h87QbFixSm/+ef0b5FE8zMzNL0a9dX/nz5GDJoAFNnzQVg2YpVdOnYHnNzcwNHJoQQyZMVdiGESCIwKIg5CxazedsOrfIXh0IF+XHsaBq51tfsZGoIcXFxXL1xm6OnE5N0D0/v9z7fPn8+ypQqQdlPSmo+HAoWSNNV78jIKB55Jibvp89dZO+ho8TFab9xyJPbjj6fdaJXlw7ktLFOs2vrKyoqCtfmbXjx8iUA48eMpN/nvQwclRAiK0iPFXZJ2IUQgsR67y3bdzJnwWKt8hdTU1MGftmXQf2/MNgKbHRMDMdOu3HkxBlOul0gOCQ02eepVCoqlSuLq0stKpX/lLKlSmCXyzaDowXf5y9Yu2ErG3fseevGVQu1mq7tW/Nlz64UKlggw2NLat2fm5g0bQYAuXPbcfLgX1hYqA0akxDi4ycJu54kYRdCvM/DRx6M/H78W+UvrvVd+HHsaAo7ORokrujoaJasXMfG7bvfeaOo2twcl1rVaOhSB1eXWuTNbZfBUb5bSGgYm3fuZc2GrTx78VLrMWNjY9o0a8SksSOwtrI0SHzRMTE0atEW32eJJT1jvhvGV1/0NUgsQoisQxJ2PUnCLoR4l6ioKJq26YDPU1/NmEOhgvz0/RgaudY3WFyxsXEM+u4HTpw9/9ZjBfLlpWG92jSqV4fa1ZwzTW34u8TExrLv0DF+W7eRuw8eaT321efdGTtssIEig41btjF+0s8AODoU4uShvwwWixAia5CbToUQIo2t+n29Jlk3NTVlUP9+DPyyn0FvQExISGDMpOlaybp9gXx0btOCJg1c+LR0KYPW0evKNEcOOrZuTodWzThz/hL/+2GSpqzn0Qdq8NOba30XzXFoaJgBIxFCiHeThF0IkW09f/GC5b+t1pz/OHYUPbp1MWBEiRsb/Tx3Mbv2H9aMDezbk5HfDNDq2PIxUqlU1KtdgxXzZ9Dty28A8A8INGhMvs+ea44LFbQ3YCRCCPFukrALIbKtmXMXEBEZCUDJEsXp2qmDgSOCJSt/Z+3GbZrz7p3aMfrbgR/VivqH5E5yI2xAYJABI0GrFKqgJOxCiEwqc+1mIYQQGeSK+zV279uvOf/p+zGYmBh2DWP9lp3M/2WV5rxlE1cmjx2epZJ1gNx2uTTH/oGGXWF/6pskYbc3bNcaIYR4F0nYhRDZTnx8vKadH0CLpo2pXbO6ASOCo6fOMnHmfM153ZrVmDtl/EdfBpMcG2srzXFYeATR0anbjTU1niZZYS9kX9BgcQghxPtISYwQItu5/+Ah//x7F0hsL/j9qBEGjgjWbtym2ajJzjYny2b/jJmpqYGjSnuhYeFMn79Ueyw8wiCdboKCgjly4qTmXGrYhRCZlaywCyGynUIF7TF9lQzHx8dniu4gdWtW0xwHBAUzb9lKslrbXbeLV2jRtQ+bdu7VjFWpWA4725wZHouiKIybOIVnr246tc2Z0+B/ZRFCiHeRhF0Ike1YW1vTpJGr5nzH7r3veXbG+Orz7nRq01xzvnbjVuYu/c2AEaWd8IgIfpo+j95fD+dpkq4sLRo3YPXiORgZZfyvoq07dnHwyFHN+fQpE7CxscnwOIQQIiUkYRdCZEud2rXVHO/et5+4uDgDRgNGRkZM/3EMLZu8eSOxbPV6lq5aZ8CoUu+i+zVaduvLH1t3asZsc9qwaPpElsycbJBdTh95PGby9Jma8x7dutC0UcMMj0MIIVJKEnYhRLZUt3ZN8uXNC4Cfvz9n3M4ZOCIwMTFh3s8/0tCltmZs7tLfWP3nFgNGpZ/IyCgmz15I9wFD8fZ5c2NnkwZ1ObR1Ha2bNTJI95uYmFiGjf6eyMgoAEoUK8YPmeAeBiGEeB9J2IUQ2ZKxsTHtWrfUnGeGshhI3BV06azJ1KlRVTP289zFzFmygthYw/4VICViYmPZuH0PTTr10uonb2Ntxbwp41k+dxp58+Q2SGyKojBlxiz+/ucOkPi9XjB7Omq12iDxCCFESknCLoTItjq2b6M5Pnr8JAEG7gn+mpmZGb/Om0bVShU0Y8tWr6dtzy/ZtGMPoWHhBowueQ8ePWbpqnU0at+DcVNna9Wqu9atxaFt62nfqpnBesorisKMufPZsHmrZmz0d8MoU/oTg8QjhBC6UGW1LgTJUalU7s7Ozs7u7u6GDkUIkcl06t6b6zdvATB25HAG9Otj4IjeCA0L5+uR4zh3Sftnl7m5GS0bu9K5bUuqO1c0yE2biqLw97/3OHjsFIeOn+bhY8+3npM7ly2jhw6ic9uWBt38SVEU5i5awi8r3mxK1apFMxbOnpHlNqUSQhhelSpVuHr16lVFUaqk1ZySsAshsrVtO3cxZvxEAIoUduLIvl0GSYDfJSEhgTUbtjJn6Qqio2PeetzJoSCd2rSgY+sWFLLPn66xxMfH437jNoeOn+LwiTP4+D5L9nl2tjn5qk8PenXtgEUmKDdZvOxXFiz9RXPepJEri+fOIkeOHAaMSgiRVUnCridJ2IUQ7xIZGUkt1yaaXuzrVv1KnZo1DBzV2/wDA9m9/whbd//F3QeP3npcpVJRt0ZVOrdrSdMGLqneiEhRFIKCQ/B+6ouXtw/nL1/l8Mkz+AckXzakNjenfp0aNHWtR1NXl0yRqAMs/201sxcs0py71ndh2YJ5mJpKsi6ESB/pkbDLTqdCiGxNrVbTvk1r1m/YBMCmLdsyZcKeO1cuvujZlX49unDrzl227d7PnoNHCHn1RkNRFM5cuMyZC5exsrSgkH0BctvlIk9uO/K8+lywQH4autTGytJCa27f5y84cuIMXj5PefLUF68niZ/DwiPeG5ONtRWN6tWhWcN6uNSsjlptnm5fvz5WrV2vlay71K7F0vlzJFkXQnx0ZIVdCJHt/Xv3Hq06dgUSWytePnP8o9hEJzo6msMnz7B1937cLl5J0c6oeXLb8d3g/nRu2xJjY2POnL/EwO9+ICoqOkXXzG2Xi6au9WjesB41qlbGNJOWlZw648YXg77RnNeqUZ2VyxZhbp653lQIIbIeWWEXQoh0cOL0Gc1xfHx8srXimZGZmRltmjWmTbPG+Pg+Z8e+A2zfewCvJ0/f+Ro//wC+nzKLdZt34FKzGms3bScmJvmv10KtxqGQPU6FClKsiBON6tXBucKnGBsbp9eXlCYSEhKYNW+h5rxaFWdWLFkoyboQ4qMlCbsQIlu7dMWdeYuWas4H9OtD3rx5DBiRfgrZ5+fbAX0Z0r8PL/z88fMPwM8/EL+AAPz8A3jpH8D+Iyd49uIlAHfuPeDOvQea19sXyEfPzu1xLGSPY0F7HB0KYmdr+1F2Udm3/yD/3rsHJL7pWDJvNhYWmaOmXggh9CEJuxAi2/Lz82fYqLEkJCQAUKVyJUYM/eYDr8rcVCoV+fPmIX8ybzpGDO7Pb+s2seL3DURGRWnGHQras2HFQhwK2mdkqOkiNjaW+UvedITp27sneQy0UZMQQqQVSdiFENlSbGws3343muevVpxz2dqycM7MLN3qz0Kt5n8D+9G1fSvmLFnBZx3b8vTZc6pVrkDBAunbEjKjbN25Gy9vbwBy2tgwoN/nBo5ICCFSTxJ2IUS2ExMTy88zZnHpSuKN6CqVinkzp2H/ESetiqLw0s+fx94+vPTzx8jYCGMjI4yNjTExNsHYxDjJuTGff9YJE2NjGrrUxtrK0tDhp4moqCiW/PKr5nzgl/0+ipuHhRDiQyRhF0JkG4qi8NfBw8xduESzCgswYug31Ktb24CRpUxCQgLPX/rh6e3DYy9vHnv74Ontg6f3Ezy9fbTKXFLK2NiYip+WoU6NKtSpXpVKFT7NtJ1fPuTI8ZOav5jktLHh856fGTgiIYRIG5KwCyGyhfMXLzNz7nxu/f2P1njTxg0Z1P8LA0X1fkHBIVy6ep0LV65z+dp1Hnh4pnkHm/j4eK7evM3Vm7dZ/NvvWKjVVHOuqEngS5cs/tHceJovSd1+cEgI12/eplaNagaMSAgh0oYk7EKILO3uvfvMnLeAU2fctMZz2tgweGB/+vTsjpGRkYGi0xYYFMylqze46H6NC1eu8e/9hzq93sbaiiJOjtjnzwdAQkI8cXHxxMfHExcfT0JCgtZ5ZGQkDx97afVvj4iM5JTbBU65XQAS+67Xrl6FBrVr0KpZo0y9+l6jWlWaNm7I4aPHARg3cTL7d26Vdo5CiI+ebJwkhMiSnj71Zf6SZezcs08rITU1NaVvrx4M6v8FOXMatr45LDyCsxcuaxL0uw8effA1uWxzUsTRgcKOhSj86nORV8e5bHPqHENAYBAXrlzD7eIV3C5deW8P96KFHRk3YgiudWtl2lX35y9e0LRNR8LCEneA/XrAF4wcNtTAUQkhspP02DhJEnYhRJYSGRnJ8pVr+G3N70RHv9m9U6VS0bFdG4YNGUxB+wIGiy86JoZTbhfYc/Aox8+ce+8Oo8bGxlQoW5rqVSpRs0plKpUvS04b63SNz+vJU85duoLbRXfOXXYnMCj4refUr12DcSOGUKJYkXSNRV8bt2xj/KSfgcTv4e4tGyhT+hMDRyWEyC4kYdeTJOxCZH2KonDw8FGmzpqL77NnWo81qFeX0cP/xyelShoktqDgEE6fv8TxM+c4ceY8oa9Wf//LxMSY8mVKU6NqYoLuXLE8VpYWGRztGwkJCdy594DjZ86xcv1mrbhNTIxp3bQRHdu0oFbVyplq99OEhAR69hug6QJU5pNSrFiykIJZoM+8ECLzk4RdT5KwC5G1PfJ4zKRpMzh77oLW+Kdly/DDqBHUrJ6xNx4qisJDD0+OnznH8TPncL9xm/j4+GSf+0mJYjR0qU3NqpVxrlgOSwvDJejv4x8YyLylK9m0cy///b1hnz8f7Vs2pWPr5hQvWthAEWrzeOxJyw5diIlJvEnXQq1m2JDB9OnVHRMTuX1LCJF+smzCrlKpcgMdgFZAeaAQEAPcAtYAaxRFSUjF/JKwC5EFRUREsmzFb6xcs47YuDjNuJ1dLkYNG0rnDu0y9IbSgMAgdvx1kM079vHwsec7n+dYyJ62zZvQpnljShUvmmHxpYV/7t5nypxFXHS/nuzjFcuVoVeXDrRr0cTgifGfm7bw05RpWmNlS3/CzxPGU7FCeQNFJYTI6rJywj4I+AXwBU4AXkB+oCOQE9gOdFH0DFYSdiGyFkVROHz0OFNmzNYqfzEyMqLnZ10ZPmRwht1QqigKl65eZ+OOvRw8epKY2Ni3nqNSqaj4aRka1qtNQ5falClVItPetJkSiqJw+849dv51kD0HjhCQTJ27k0NBBn/xOR1aNSNHDsMl7leuXuPHyVO5d/+BZkylUtGja2dGDvtWNlYSQqS5rJywNwQsgb+SrqSrVKoCwCXAEeisKMp2PeeXhF2ILMLD05NJU2dyxu2c1njlShWYPP4HypYpnSFxvF5N37RjL48ee731uKWFGpda1WnoUpv6dWqSN7ddhsSV0WJiYzl97iLb9x7k+Gk3rb90ABSyL8DgL3rTqW0Lg7WEjI2NZfXvf7Dol1+JSrK5VO7cdoz9bjgd2rb+qN9ACSEylyybsL+PSqX6AZgKLFEU5Vs955CEXYiPXHR0NMtWrGLFqjVaq9h2drkYM2IYHdu1Sffyl5SsplcsV4bPOralTbNGWKjV6RpPZhMYFMyGbbtZ9edmgoJDtB6zL5CPQX170bVdS8zMzAwSn/cTHyZOnc7J02e1xqs6V2bS+O8p/Ukpg8QlhMhasmvCPgqYBSxQFGW4nnNIwi7ER8zL+wkDvx2mVdZgZGREz25dGP7tNxlS/vLI04vvJ8/i8rUbbz1mZWlBu5ZN6d6xLWU/MUwnmswkLDyC9Vt2sGr9prfKZXLnsqVzu1b06NQWx0IFMzy2192Efp41h2fPnmvGVSoVrvVc6Nm9K/Xq1M40m2kJIT4+2S5hV6lUJsA1oBzQXFGUQx94/rsy8tLOzs4WkrAL8fE5f/EyQ4aPJCj4TeJXuWIFJo7/nnJly6T79RVFYce+g0yYMZ+IyEitx7LzanpKhEdEsGHbblas24h/QKDWYyqVivp1atCnW2dcalXL8AQ5PDyCJctXsHrdH8T9p4zHydGB7l0706Vje3LZ2mZoXEKIj192TNjnAN8B+xVFaZWC50vCLkQW8uemLUyePkuTUJmamjJu9Hf06NYlQxK80LBwfpo+l90HjmjGTEyM6dKuNT07t5PV9BSKjIxi4449rPpjM77PX7z1eNHCjvTp1omObVpkeN/5Bw8fMX3OvLfKZCDx/1vrFs3o9VlXKpQvJ3XuQogUyVYJu0qlGgosBP4F6iiKEpCKuaQkRoiPSGxsLD/PmM0fm7ZoxvLmycPyxfOplEHt+G78fYf/fT8RrydPNWNFCzuyaPpEPi0ttc76iIuL46TbBf7cuovT5y+91c/dytKCzm1b8Xm3jhRxcsjQ2Dw8Pdm4eRvbdu4mOCTkrcfLfVqWXp91pXWLZqjlrylCiPfINgm7SqX6BlgC/AM0UhTl2Qde8qH5JGEX4iMRGBTEkOGjuHDpsmbs07Jl+HXxAuwL5E/36yckJLBy/SbmLF1BXNybzY66tGvFT6OGZtqNjT42nt4+rN+ygy27/yIsLFzrMZVKRYM6NenzWSfq1szYcpnIyEj+OniIPzZu4dbf/7z1eE4bGzp3aEePbl0oUtgpw+ISQnw8skXCrlKphgHzgdskJutv//1U9zklYRfiI3D/wUO+GjIML29vzVirFs2YOWVihqxqvvQPYNRPUzl9/pJmzMrSgp/HjaJt88bpfv3sKDwigh37DrFu0/ZkN5sqVsSJ3l070KJRA/LlzZOhsd28dZs/Nm1h34FDREdHv/W4S53adO/SifoudTA3N8/Q2IQQmVeWT9hVKtUYYAZwHWiiKIpfGs0rCbsQmZz7tev0H/wtISGhBpPh8gAAIABJREFUmrHh337DNwP7Z0jtcGBQMF2+GKzVU71iuTIsnDYRJ4eM72aS3SiKwtmLV/h94zZOnD3/VrkMQKVyZWlUvw6N69elVPGiGVZTHhgUxLadu9mweSte3k/eelytNqdenTo0b9KIhq71sbK0zJC4hBCZU5ZO2FUq1Y/AZMAdaJqamvVk5paEXYhM7Oy58wwaOpzIyMRNbSzUaubMmEqzxg0z5PrR0dH0/noEV67f1IwN7NuTEV/3N+gundnVY68nrN+yg6179r9VLvOak0NBGtWrQ5MGLlStVB4Tk/T/d0pISOC02zn+3LiFE6fPJPumwtTUlAb16tKyWVMa1q+HZQbfRCuEMLwsm7CrVKo+wFogHlgMvL3PNTxWFGWtnvNLwi5EJrVt5y7GT/xZs0OmnV0u1vy6LENaNkJiEjbsh0nsO3xcM7Zo+kRaN2uUIddPjeiYWB55enP34WPuPvLk3iNP7j58zLOX/qjNzbBQm2OhVmOpNsfC4tXnV2NWFmosLNQUyJubYoUdKOpYCPt8eTJVJ5Sw8Ah27T/EgSMnuXTtBvHx8ck+L6eNNQ3q1KRJAxdcalXH2ir9V7i9n/iwZftODh09xsNHHsk+x9zcHNd6dWnZvCkNXFywsJCbVYXIDrJywj4RmPCBp51SFKWBnvNLwi5EJhMfH8+s+QtZuWadZsy+QAHWrVxOsaJFMiyOWYuXs3zNn5rz74cNZsDn3TPs+inl+8KPm3fuaZLye4888fD2IT4+Ic2uoTY3o6hjIYo5OVDUqSBFnRxeHRfC2sArxUHBIZx0u8CxU26cOneBsPCIZJ9nmiMHtWtUoWkDFxrVr0ve3HbpHtuDh484dPQYBw4d4c7de8k+R602x7V+PVo3byY170JkcVk2YU9vkrALkbmEhoUxYvQPHD91WjP2SamSrFy6iIIF7TMsjo3b9zBu6mzNea8uHZg0dnimWmW+eec+v6zfwuFTydd1Z5QCeXNTvnRJKpQtRcWypahQuiQ21lYGiSU6JoZL7tc5cvIsx067JdvbHRK7zVSpWJ6mDV1o5lovQ3ZWfeTxmP2HjrD/0GHu3ruf7HMsLSxo2rghHdq1oWa1qhgbG6d7XEKIjCMJu54kYRci8/D08mbQ0OHcu/9AM9bYtQFzZ07N0Jv1TrpdYMCwsZoyi4YutVk+d2qG1EJ/SExsLCfOXeaPHX/hdvn6O5+nUqlwKliAUsUK80nxIprPToXsiY2NJTwikvDIKCIiI4mIiCI8MpKIyFefI6IIDQ/Hy+cZHl5PeOTlQ1CSG35TopiTA2VLFcPBPj+FCuSjYP68FMyfl8IO9pibmaX225AiiqLwz937HD3lxpGTZ/jnbvJJMkCZUiWoV7sGVSuVp0rF8tjmtEnX2O4/eMiBw0f468BhHjx6lOxzChTIT9uWLWjTsjllSn+Sqd4sCiH0Iwm7niRhF8LwFEVh196/mDBlGuERb8oZvvqiLyOHfZuhq4x7Dx1l5I9TNXXz5UqXYuPKxQbvsX734WO27vs/e2cdHsXV9uF7s3F3140nREgguLsVSkuFUtevLlABalSg1Pu2pfK+bWmhTlugUNxdI4TobjzZuHuy8/2xyYZAApHdQNu5r2uumTkze85JILO/c+Y5v2cnG7fvpbTi0qU8QyNCGRTkR6CvN4EyL/x9vDA10V5oRXllFYrsXBRZeSiyc8nIySMjO4+s3Hyamlt6XI9EIsHVyUEdXuPVHmLjjsxTHSevS1/1nLx8duw9yI69BzkVG9/tWwmJREJIoB+jYoYwMiaaIYPDMdWhdWhqejpbt+1gy7YdKDIyu7zHV+bD7BnTmDNzBj7eXjrri4iIiG4RBXsfEQW7iMjVpbq6mpdee5NNW/7SlBkaGPD6Ky9yw7zrBrQv/133I2++94nm3NXZid/WfjbgHt/tVFXXsGnnfn75cycJyZfODuvp6TF78lgeXHQjwX4+V6GH0NLSijwrh/ikNOKSUok/n0JyeiYt3SwCvRzGRkZ4e7gi83TD19uDQJk3Qb7eeLm7aH3QVlJWzu79h9i+9wBHjp+mqbm523sN9PUZHB7KyJhoRsZEExEaohOHIEEQOHc+id83bWbzlm2UlZd3eV9ocBCzZ07nulkzcHbSfcIwERER7SEK9j4iCnYRkavHmdg4nnr2BXLz8jVl3l6evL96JeGDQgesHyqVijff/4Sv1v+sKfPz8eLr/7yDm6vzgPWjnZraOj7473rW/76VxqamS667ONozf8YkbpozFY+r0L8r0dDYyPlUBYrsXPKUxeQXFpFfWExufiE5BYWoVL1bDGtsZISfj1rAB/qqtyA/bxxsbbTS3+qaWg4fP8Wp2HhOxSZwLinlsn00MzUhJiqSkTHRTBgzApkOspo2Nzdz4NAR/vxrG7v27KOuvv6Se6RSKZMnjOf2hbcwPGaIGDIjIvI3QBTsfUQU7CIiA09rayuffvE//rPm8052fAvmz+PF558dUH/qxqYmFr/4Blt2dlg3RkeG8eX7q3Qex3wxgiDw197DvP7hFyiLSztdMzTQZ8rYESyYNYVRQyP/tosRm5qbyc4r0ITWKLLz2sJrcimrqOpVXXbWVgT6eRMW5E9kaCARIQE4a+FtSFV1DSfOxHLkxGmOnDhNqrxra8Z2/GXeTJ0wlqkTxjIoOEDrwrmurp69Bw6wees29h841OXbAH9fGbfdchPzrpuNhfnVWfArIiJyZUTB3kdEwS4iMrDIFRk8u+wlYuMTNGWWlha88cqLzJw2dUD7UlVdzUPPLOPYqbOasmkTx/H+6y9ibDwwCyPbyc4r4OX3PmP/0VOdykP8Zdw0ZyrXTR2PtaXFgPZpoKmoqkaRlYsiO7fNojKLFEUmRSU9z5XnZG+ndqppc6wJC/LHsp/e68UlpRw5eUYj4PMKlN3e6+rsxNQJY5g6YaxOkjZVV1ezfdceftu4meMnT11y3czUlOuvm82iW2/G389Xq22LiIj0H1Gw9xFRsIuIDAwqlYq1675n9fsf0XRBmMfQ6CjeW/XGgFo2AiScT2HJy290mj29/ab5vLTk8QGdvVZk57Fuw5/8sHFbp/AXOxtrlj9xP9dNGfevD3Uoq6hUJ4CSZ7UlglJ7zde1Zb+9El7urgTKvAgN9CUyNIiI4L7bTgqCQHZuPkdOnGb/kWMcOHqChobGLu+1sbZi0thRTJs4ltHDhmCkZXec1PR01v/wM79v+rPTYu12xowcweKnHh+wRGMiIiJXRhTsfUQU7CIiuqekpJQly17iwKHDmjIDfX0ee/hBHrrvngEVyLV1dby/5n9888OvneKUn338IR68c+GAiGOVSsWB42dY+8sm9h/r/OyRSCTcdv1MFj94x1XzMv87oFKpyC0o5FyKnPikVOKTUklITqe27tJY767w8/YgMjSIwaGBRA4KIsDHs0//D+vrGzhw9AQ79h5g94HDVFXXdHmfhbk518+ayq03zCXQT9brdi5HdU0Nf2z6k3U//NylReR1s2bw7NNP4uIsLlAVEbnaiIK9j4iCXUREt+w9cJBnl71EWVmH40VocBCr31hBUGDAgPblwJHjLHvjnU4hDYaGhqxcvoTrZ0/XefuNTc38tHk73/y8kcyc/EuuDwr05bUljxAREqjzvvQGQRBoam6muraemrp6amrrqa1X76vr6mlqbkZfKkUq1VPv9aToS/XQaz9v2+tLpViam2FtaY6VhTmGWnZaaW1tRZ6VS9z51F471piaGBMe7E9kaBDRYcEMjwrHzLR3Vo7NzS0cPxPLjj0H2LnvIIXFJV3eFx0xiFtvmMvMyRO0GnolCAJHj59k3Q8/sXPP3k4DUjNTU556/BFuv/XmayKfgIjIvxVRsPcRUbCLiOiGxsZGVr37Ad+u/6FT+f1338nTjz+KoaHBgPWlvKKS19/9D79v2d6pfGRMNK8vXYy3p7tO229paeW3bbv56H/fk19Y3OmaRCJh4qih3HHjdYweGnlVwl9q6urJyC1AkZOPIqeAjJx8MvMKqayuoaa2npq6Oppbem/TeCXMTIyxsjDH2rJtszDHytIcG0tzHGyscXd2wM3ZATcneyz6uBC5sbEJeVYOSekZxJ1PJTYxmaT0DFpbL+9UY2igz/CocCaOimHCyKG9duNRqVTEJyaxbc8Btu3eR3bupQM0Swtz5s+ezi3zryPAV7u2nOlyBW9/8BG79uzrVB4aHMRrLy0jIjxMq+2JiIj0DFGw9xFRsIuIaJ/U9HSeXPJCp/Trjg4OvLPyNUaNGD5g/RAEgS079vDq6g8oLa/QlFtbWbL8mce4ftY0nQrkdteX97/8DnlWbqdrFuZm3DR7Kovmz8LLfWDi90srqohPlquFea5amGfkFFBY2rXf97WElYUZ7k5qAe/evjk54O7iiMzDtVez9fUNDZxLkRObmMzZcynEJiZf4spzMf4+nkwYOZSJI2OICgtGX7/n4TMqlYqjJ8/w42+b2bH3gCYp14VER4axcP51zNDyrPvxk6d4acWbnUJlJBIJi265iWeeeBQLi3/2QmYRkWsNUbD3EVGwi4hoD0EQWP/jz7z59ns0NnYsxJs8YTwrX3sZWxvt+Gb3hILCIl5a+R67DxzuVD572iReWvIE9lry8O4KQRA4dOIsb3++lnPJ6Z2u2Vlb8X933sTNc6b1OuSit1TV1HIs9jzHYhM5cjaR1IycPtdloC/FwswUc1MTzExNMDc1wdxMvTc0MEClUtHS2kpr68X7juPmlhYqq2uprK6horoGlUo73zEG+lJ8Pd0IknkS7OtFkK8Xof7e2PbClrOgqITYxBTOnkvi0MlYktO7t3K0tDBj7LBoJo6KYeKomF650JSUlbNh01Z+/G0zWbl5l1y3srTgthvncfdtC7DT0t9LU1Mz//1mLR9/9mWnv0sHe3uWPbeY2TN0O3AVERHpQBTsfUQU7CIi2kEQBJa+vIKfN/yuKTMyMmL5c4u59aYbB1QQbN6+i2VvvENNTa2mzNnRgdeWPsOksaN02nZsYjKr13zDsTMJncrNzUy5f+F87r5pLuY69JnPzi9k15HT7D56mpPxyT2K3zbQl+Lp6oTMwxUfDxf13t0FR1trzNtEupGWQ5hUKhU1dfVUVKnFe2VVDeVtxxVVNRSWlJGrLCZXWUxeYcllM5F2h7uzA2EBMgYFyAgLlBEZ7Id5DwdJecoi9h45yZ7DJzh6Or7LBFagTqJ02/UzufeWeTjY2fa4b+2z7j/8tokdew/QclHIkbm5GW+9/DwzJo3vcZ1XIjsnl5dfX9lp8TfAXYsW8uILz2qtHRERke4RBXsfEQW7iIh2ePv9j/jsv19pzoMCAvjg7ZUD6gVdW1fHK299wIbNf3Uqv23BPJ597CEs+unHfTnSM7N55/Nv2bH/aKdyI0ND7lwwhwcX3YiNDhIxCYJAXHI6Ow6dYs/R06Rm5nZ7r75USnigjECZJz4ervi4OyPzcMXDxRH9azgRk0qloqS8UiPgcwvVIj5PWYwiJ59cZfGVK0E9MBkaHsz4YYOZMCwSmYdrjwaS9Q0NHDkdz57DJ9h35CQFRZcuJjUyNOSmOVN5YOENuLk49urnKy4tY8Pmv/jxt02XxLrfecsNPP/kwxgZGvaqzu4QBIFtO3bx2qrVFBZ1/N7ee+sN5s6epZU2REREukcU7H1EFOwiIv3nm3Xf89rK1ZrzeXNm8earL2ndd/pynEtK4fEXXiEzu0Owerq7svrlF4iJjtRZu+WVVbz3xXf8sHFbJ1cOqVSPm+ZM47G7b9FK9s2Lqa1v4I+dB1m3aScpiuxu7xsUIGNU1CBGDA4lelAgZibGWu/L1aaqpo6UjGyS5Fkky7M4n55FsiL7irPyHi6OjI+JZPywwQyPDMGkB7HjgiCQnJ7BnsMn2LhjH+mZncOM9KVS5k6bwP/dvgCZV+8WM7e2trJ9zwFWfbiG3PwCTXlYSBAfv/UqHm6uvarvclTX1LD4+eXs2rsPABMTY37/cb2YbElERMeIgr2PiIJdRKR//PnXdp5c8jztz4tJ48fx6YfvDqh13M9/bOGlVe91Ssg0b+ZUXn3+aZ3Nqre0tPLDxr9474vvqLzIe3vWpDE8/cDt+Hi4ab3dtMxc1m/ayW87DlDThee4kaEBo6LCmDQyionDo3Cy73mYhrZoam6hpq6e2voGauoaqK6rp6augfqGRgwNDDA2MsTYyAATI0NMjAwxNjTE2Lj92AA9Pb1+96G5pYW0zFwSUhTEpyo4m5hK8mUGNkaGBgyPDGXCsEgmjojC3fnKs+QqlYqdB4/xydqfLlmrIJFImDFhFA/fcRMhAb0TwVXV1Tz7yip27D2gKbMwN2f1Ky8wbeLYXtV1OWpqa5l300IyMrMA8JPJ+O3HdZjpMGRLROTfjijY+4go2EVE+s7hY8e598FHNK4XgyPD+e6/n2NiotvFlO00Njby6uoP+fH3zZoyM1MTVjz/tE591Y+diefV9z8nRZ7ZqXzkkAiee/huwoL8tdpec0sLOw+fYt3GHRyLPX/JdRNjI2aOG8600UMZFR3Wo5nivlJeVUN6TgGKHCXyXCXynAIKSyuoqWugtr6hzZf9UheU3mBooI+tpTlujna4Odnh7mSPu5Od+rxt60tMvbK4jP0nY9l3PJbDpxO6HPC0MzwyhJtnTWT6mJgrhqO0LzL+ZO1PnIg9d8n1CSOH8uhdtzB4UFCP+yoIAt/88CurPvi0k6vM3QsX8NwT/4ehgXbWFKSkpjH/1ttpaFBnjZ0zczrvr14pLkIVEdERomDvI6JgFxHpG4lJySy8815qatULO/1kMn787itsrK0HpP18ZSH/t3g5CeeTNWUBfjLWvPM6Pp4eOmlTWVzC6x9+ydY9hzqVe7o6s+zx+5g8ZrhWhU5VTR1f/bqFH7fsoagL60WZhyuL5k5h/tSxvXIq6Sl5haVsP3qWtKx85LlqkV5W1XUmz4HGwcYKdyc7PJztCQ/wYcboKFx68TahqbmFUwnJ7Dt+ln0nYknPutSxBcDa0px5k8dw74JZuDldObTpZFwin377M/uPnrrk2typ41n+xAPY2Vj1uJ9x587z6HMvd0r2FTEomI9XrcCtl97w3bHhj008u+wlzfny55dw9+23aaVuERGRzoiCvY+Igl1EpPe0trYyedZcsnPU8eLOTo78sm4trq4D4ydeV1/PnIX3kpHVET983YwpvLl8CaY6mt1XZOdx26MvUFjS4ddtYmzEw3fezH23XI+RkXYWBbaTX1TCXc+tvERISvX0mDxqCIvmTmHk4EE6mQlNlGfz3rd/sO/UOfryPSDV08Pc1Fht/WhqjLmJ+tjE2JDmllbqG5tobGyivrGJhqZm9b5tq2/s2o3lSujpSZgYE86tM8YxNioUqbR3YTU5BUXsOxHLnqOnOXQqgVZV58RKluZmfPTi44wdGtGj+hJT5Hz67U9s23ek0+/Q38eTDV+82yunoMqqap595U127usYKMq8Pfnrp7UYaClb7NKXV/DTr78BoK+vz64tG/Fw135Il4jIvx1RsPcRUbCLiPSew8eOc8e9DwJgbmbGz+vXEujvN2Dtv7jyXdb/8gcA+vpSlj39KHfcfIPOXuPLM3NY+NgLFF8wy33d1PE89/DduDhqf0GpPDuPO5a8QUFxmabMwdaaW2ZP4pZZE3FxsNN6m6BeyPrBuk18vXFXtx7pxkaG+Lo7I3N3xtfDGT8PF9yc7LBss3+0MDXGyNCgz/8WgiDQ0NhEcXkVeUWl5BaWkltUQl5hqea8oKTssh7ubo523DJ9DAumjsLRtvdvfJTFZWzYvp+ftu7p5ECjpyfh2fsWcv/Ns3v888kzc3j/v+s6vZWZNn4kn76xtFe/I0EQ+Gr9z7z10RqNBeTrSxez8Ma5Pa7jcjQ2NbHgtjtJPJ8EwHPPPMkD99yllbpFREQ6EAV7HxEFu4hI73n+xVf45Te1YL7jtlt5eelzA9b2gSPHuevRxZrz1a+8wI3XzdRZe6mKLBY9vpSSMnWmVBNjI9a8uYyxw7X2rO1EQqqCu59bSVllNaC2Inz18Xu4Yfo4DHS4kHfvyQRe+mQ9eUWdM36OHhzC+KFh+Hk44+vugouDjVYWhfaH5pYWCksryCsqJTUrn22HTnM0PuWS+/SlUiYNi2DhzLGMigzudb9VKhUHTsax9N0vUZZ0DJ5mTxjJW0se7NVagZ//3MHzb36oOX/mwTt45M6be9UfgM+/Wc9bH30GgJODPXs3/qi1zKi//r6R55a/DEBUZAS/rF+rlXpFREQ6EAV7HxEFu4hI72hsbGTYuElUtzmjbPjhOyLDwwak7YrKKqYvuIOitrCUqRPGsOadN3Q2s54sz+T2x5ZSWlEJgKmJMV+98yoxgwfppL3jcee5f9nbmsWQpsZGfPbaYkZH6+73W1xWyYrPf2TLwc4x1yMigljx8EJ8PQYmzKm/KHKV/LjtIL/uPExFde0l1z2dHbjzuoksmj2+1wOf4rIKHn7lfU6f6xgUhPh589mKp3vkJtPOivc/55tfNgFqF5n/vfMK40cM6VVf6usbmDD3Fs3fwHOPP8SDd2kn3rysvJxhYyehUqmQSCQc27cLe3vdvM0REfm3ogvBfnWnUERERK5J9h04pBHrnh7uRITpRrx2xUur3tMIFTtbG95YvkRnYj1Fnsmix17QiHUzUxO+ef81nYn13UdPc9dzKzVi3crCjHXvLteZWFepVHy/dT+TH3yxk1i3sTTnnWfuZt2bT/9txDqAzN2Zpfct4Oh3b/PeknsZGtrZqSdbWcxrX/zEzEde5eCZxF7V7WBrzfp3X2ThnMmasvPpmcx9aBnHYnte1wuP3cuwwep/T0EQePKV1WRelCjpSpiYGPPYA3dpztd8vY7Kqupe1dEdtjY2DIkarOnf7n37tVKviIiIbhEFu4iIyCVs2tKRRXTOzBkDZv+2efsu/ty+W3O+8sVnsbOx0UlbGTl5LHp8GWUVVQCYm5my9v3XGBIeopP2tuw7ykMvvktjkzrRj6OdDT9+8AqRwdq1h2ynpKKKm599m+Ufr6O6tsPacP6kEez8fAXzJ43829r6GRkaMG/CcH56+1m2f/Yqd82dhKV5xwJPeY6SO5d/wEOvf0pdQ2OP6zU00Of1p+7jjafvw0BfnRW2vKqau55byYGTcT2qw0Bfn/+89rxm3UNVdS0PPfc6dfUNvfgJ4aa5s/HycG+ro4Y1X6/r1ecvx5SJ4zXHu/bs01q9IiIiukMU7CIiIp2oq6tnz/6OZC7XzZoxIO22tray6oM1mvMFc2cxedxonbW34oMvKC1Xx6ybm5rw7QevERUWrJO2BEFg6btfalxJPF0c+fnDVwj00Y01JcCnP27l9PmORD9eLg58+8ZTvPPMPdhaWeis3YHG39OVlx68hWPfvc3S+xZgfkGW1x1HzrJ+y75e13nr7Ml8/95L2FlbAmp7yJc++F+PP29va82alcsxbPORT83IYtOO3vXDwECfZx6+T3O+/pffaWnpn/d9O5MnTtAcHzp6TOPPLiIicu0iCnYREZFOHD95UpNNNMDfDz9f2YC0e+TkGQoKiwCws7Fm+TOP6aytwuJSDh4/ozn/37uvEhna84Q3faHxggyt3769DE9XJ5225+3Wuf5Hb53N6MG6eXtwLWBsZMh986ey+8vXCZF1DIT6+hYhelAgX616XnNeVVvXq8+HB/tzz83zNOfZ+crL3N01M6dMwNZa7edeW1dPYXHpFT7RMzw93PGV+QDQ1NREXMKliaBERESuLUTBLiIi0on9Bw9rjseNHjVg7f7+5zbN8XUzpmChgyRB7WzcsQ9V22z3iKhwhkaE6qwtUItGG8uOWW2pVKrT9gBumzmO8UM7YuNf/GQ9ifJsnbd7tXGwtUJ1gZlCmL9Xn+tyviBJk7QPrjmOdh2fr+ml4AfQ09PD3c1Vc56vLOx1Hd0xNDpKc3zi1JnL3CkiInItIAp2ERGRTuw/dERzPHaABHtNbR3b93SE4cyfPV1nbQmCwG9bO+Lkr58xUWdtXYjNBWEo5ZXaWUB4OaRSPT549j582mbaGxqbeHDFJ5QOQNtXk4bGJtKy1Is8JRIJIb6efa5LdUFipb4MsszNOhJ81dbVX+bO7nFz6XhTok3BHjOkQ7CfFB3URESueUTBLiIioiEzK5vsHHVmUVMTE6KjIgek3W2791HfFkcb4CcjJFA3CzEBElPlpGZkAWq/9enjB2ZQ0lmwVw1Im5Zmpnzx0iOYm6qFY35xGY+++RnNWoqFvhZJysjRrBXwcXPCwrTvWXFbWi8Q7Hq9D60xM+1YCNtXwe7qrBvBPjS6w23uTGwczc3NWqtbRERE+4iCXURERMO+gx2ZGkcMi8HI0HBA2t2wucOV5obZ03XqXnLh7Pq0cSN7lT6+P1y40LNMSxZ9PcHXw4X3l9yr+Z0eT0jlsVVfkFeonXjoawlBENh5tMPNpT/hMECngU2fZtgvGCzU1PU+JAY6C/a8gt7HwXdbr4uzJtymvr6Bc23ZT0VERK5NRMEuIiICQH6Bkk8++1JzPnb0yAFpd9O2XRw/HQuoY3avmzFFZ20VFpfy0+btmvP5MyfprK2LsWtbPAiQmas94dUTJg2L4OnbO9Lb7zhylkn3L2fFZz9SXFY5oH3RBSqVihMJqdy5/AM++6Vj8Bfm792ven/b3uFRbtqHTKMNjR2Wkk3NfXuroauQGOgcx/72+x/R2tqq1fpFRES0hyjYRUREaGxq4tGnFlNWXg6Ao4MDc2bq3s4xOzef5W++ozmfP3s6Tg72Omvvnc+/pb7NlzvQ15sRUeE6a+tiogcFao53Hx34RX4P3zyTm6eN0Zw3tbTwzabdjLhjCYuWvsf3W/f/7eLbM/OLeP+7jYy/dym3PPc2h86e11xzd7Jj9tjeZRi9kE27D/PJ+j8053Mm9j50asdICGXsAAAgAElEQVSBY5rjyJCAPvXDxalDsBcoi/pUR3csvHkBem2LaY+fPMWnn/9Xq/WLiIhoj97lbhYREfnHIQgCL7z4isbaTV9fn/+8uxorK0udttvc3MKTS1+lpkadYt7L3Y2Xljyhs/YSktP47a+OcJjlT9w/IG4t7YyLicRAX0pzSyvnUhXkF5Xg6qi7wcnFSCQSVj5xB/MmDuPtb37nTJIcAJVK4EhsEkdik3jp0/UMDw9i5uhopo2Kwu4a9GuvrK5ly8FT/L77KKfbfoYLkUgk3HndRJ6+fR7mpsZd1HBl9h47y+JVnyK0uc1EhwbwwC1zelVHU3MzOw8e1ZzPmjTmMnd3j6uLo+Y4X8uCPSoygsf+7wE+/OQzAD5a8znDYoYQM0Rr2dRFRES0hCjYRUT+5bz74X/Y+OdWzfnzzzzJkOjBOm/3g8/+R+w59Yyovr6UD1a+rLN4ckEQeP3DLzUCbNLoGEYNGZgFte1YmpsyPDKUg6fiAdh15DR3zJs2oH0AGBYWyC/vPMfu43F8sWE7pxI7kitdKN5f/vR7hoUHMmvMEKaOHHxVxXtzSwsHTify++6j7Doe12V4iZW5KbPHxbBwxliCZX1PSHUiPomHX3mPlrbwEH8vd754fQkG+r37ujx8MpaqavVg1M3ZkfDgvs2w21pbY2RkSGNjE9U1NVTX1GrV8vSRB+/n2ImTHD95GpVKxVPPvsDmDT9hq6MMwyIiIn1DFOwiIv9ivv/5V9Z8+ZXm/JYFN3DX7bfpvN3Dx0/x2TfrNeeLH3mAiFDdZBkF2LbvCCfjEgHQl0p54dH7rvAJ3TBl1BCNYN95+NRVEeygnoWePDySycMjUZaUs+3wGbYcPNUpM2qrStUx8/7JeqJD/AiWuePn4YK/pyuhfp6YmfRtBvtytLS2kpZdQHp2PvIcJYpcJUfjkymtuDRcR18qZfzQQVw/cQQTh4VjZGDQr7YT0zK4b9lqGpvUjinuzg6sXb20k8NPT9m656DmeObE0X1eSC2RSHBxciQzOxeAgsIiLMx9+lRXV0ilUt57601mz7+Z8ooKlIVFPLfsZb745EOdLv4WERHpHaJgFxH5F1JbW8dHaz7jq7XrNGUTxo3h1eUv6PxLevueAyx9fbVmtnv08KHcd/stOmlLEAS27jnEK+99pilbdMNsZJ5uOmnvSgT5driWHI89T1VNHZbmA+NS0x3O9jbcNXcSd82ddFnxfuJcKifOpWrKpHp6hPh6MDTUnyGh/gwJ9cPeundhVIIgkJlfRHxqJnGpGSSkZpKoyKGhsemynxvk58X8SSOYMz5GazP/CakK7nl+FTW1avtFexsrvn17Gc4Otlf45KWow2E64tdnTuxbOEw7Fwr2jKwcAny1J9gBnJ2cePvNFdz38OMA7Nl/gAcffZLnFz+FzMdbq22JiIj0DVGwi4j8ixAEgR279rBi1WqUFzhODAoN4cO330K/l6/9e0NFZRWvrv6AjX/t1JTZ2VjzzqtLNQvftEl6ZjYvv/sZR0932PxZW1rw+D23ar2tK9Hc0sJXv27lw7W/aspaWlupqbv6gv1CLhTvBSVlbDt0hq2HTncS7+20qlQkpGWRkJbFV3/sAkDm7oyZiRERAT40t7TS0tpCU3MrLa2tNLe0qMtaWmluaaWpuZmMvEIqa3pmd+hkZ83cCcOYP2kEAV7aHXAdPBnH/738HnVtC5Itzc1Yu3op3m7OfaovKU2hCYdxdXIgPLh/eQX8fLw5elK9UPnN9z9m+JDBWFlqN0Rpwrix3HPHIr76Vj2I371vP3v2H2DyxPHcffttxAyJFmfcRUSuIqJgFxH5l5Cdk8urb65i34FDncqHDY3mo3dWY6ZDP/LdBw6z9PXVFJeUacoc7e34ePUKHLXsCtPY2MTH3/zI5+t+1cQhA9jbWvPBK89irWWhcyXiU+S88M4XJMmzNGV6ehKeuPPGAV102ltc7G25e95k7p43mcLSCuJTM0nLzkeeU0CiPIe07HzNW5J2FG12lQlpWV1V2fO2HWwJkXng6+6MzMMZf08Xwv19kEq1P7D7Y9chnn1rjeb/ipWFGV+tfJ5g3757uCckdwxwosKC+y107164gN+3bqemppacvAKeXv4aX36wSusD3SVPPUFNbS0/b/gdaPO1372Xnbv3EhwYwF23L2TOzBkYGfXe4lJERKR/SC5+4P4TkUgkp6OioqJOi+mXRf6FNDY18d+v1/LJ5/+l8QJfaFtbG5YueYZ5c2bpbOasqrqa1975T6fESADzZk7l5Wef1Pos4dHTcSxb/TGZOfmaMqlUj9tvmMOT992GpRYX612J2voG3v/6Z7757S9Uqo7nbIifN28+cz/hgb4D1hddUFldy+kkOScT0ziVmE5CaiZNLS14uTiQVVDc43psLM0J9/cmPKB988HBRrcORe3895ctvLnmO825i6Mda99ail8/Z/BfWPmRxu//+Ufu4YHbbuhXfaAOJfu/xcs0508/fB+P3ndnv+vtioTE87z74cccPHzkkmu2tjbcdvMCbrv5Jhx0aMEqIvJ3Jjo6mjNnzpwRBEFrlkvXhGCXSCQ3AuOASCACsADWC4KwSEv1i4Jd5F/JwcNHWLFyNYqMTE2ZRCLh1ptuZPETj+nUunH/4eO88NpbKIs6xJudrQ1vLFvM1AljtdpWeWUVKz/+il+37OxUHh0eworFDxPsp92Y3yux7/hZXvzgf+QVlmjKjI0MefLOBdx944xeO478HWhsaiYuNYO6+kaylcUY6OujL5ViYCDFQCpVn+ur9wb6UvSlUhxtrfBwth/wUAuVSsWqz9fz31+2aMoCvN35+q0XcHGw63f9c+56nMRUteXkuo/eZOSQiH7XCbDqwzV8sfZ7QP13/M3H7zBmRIxW6u6KdLmCtet/4LeNm2loaOh0zUBfn1kzp3PXooWEhYborA8iIn9H/smCPRa1UK8BcoEgRMEuItInBEEgNj6B/6z5nP0HD3e6FhoSzGsvLiUiPExn7ZeWl7P6o8/5ZeOWTuWzp03ilWefxNbGWmttNbe0sGnHPlZ9/BWlFR0ZO83NTHn+kXu45bppOomP74qm5hbOJKbwv1+2svto52fNqOgwXn/yXrz6GBMtoj0aGpt4/p3P2bS7429jSFggX76+BCsL837X39jUTPjkG2luUVtPxm7/CUst1AvQ0tLCHQ8/zbFTZwGwsbZiwzef4e3prpX6u6OiopKfNvzGt9//2GntSztDogYzd84soiMj8POVDWh+AxGRaxFdCPZrZZrnKdRCPR31TPveq9sdEZG/H8rCQjZu3sqGjZuQKzI6XTM3N+eZxx/ltlsW6OzLtLC4hC+//YHvN2ykoeGC0BtrK1YsfYaZkydora2yikp+3LSddRv+RFlc2unajAmjeOnJB3HSwkzplcjOL2T/yTgOnozj6NlEaus7z0LaWFqw/OHbmTdljLhg7xrh3a9+6iTWp4wawofLH8fYyFAr9adnZGvEupWFOcbG2ov31tfX58OVrzDn1nsoKimlvKKSaTfezg1zZvDAnQt1Jtytra148N67ueeORezYvYdvvvueM7Edi7lPnTnLqTPqQYSZqSlhg0IZHBFGZHg4keFh2Nvr/m9RROSfzjUxw34hEolkPGrBLs6wi4hcgcbGRnbu2ceGPzZx6MhRVCpVp+sSiYQF8+fx9GOP6CzeNC9fyedrv+fnjVtoaupsxzdrykReef5J7LSUhCUtI5uvfvyDP7bvpfGitpwd7Fix+GEmjxmulba6ora+gWOxiRw8Gc/+k3Fk5Sm7vffG6eN57oGF2PXS6lBEt1z/8DLiktXhKuNiIvnyjSXoa3EQm5mbz6SbH9AsyL1x1hTeWvqEVgdsp2LjWfjA47S0dCyqlkgkDB0czuxpk5gxebzW/ua6Iz7hHN+s+54t23bQ0nJpIqsLcXdzbRPvg4iMCCckOAgjQ+0MkERErkX+sSExFyIKdhGRyyMIAmfj4vl905/8+dc2qqouTShjZmrKzOlTuWvRQoIC+5Zh8UpkZuey5ut1/L5lWyfhABAS6M+TD93D5HGjtdJW3PkU1nz7CzsOHL3kmp2NNbddP5N7b70eCx043VRW17DryGm2HTjBwVNdZ9lsx93ZgbFDI7h51kTCAmRa74tI/xAEgcFz76OqRm25eOSnT/vks34lPvnmR979omMx6+KH7uThO27Sahsnz8az+qM1nI47d8k1qVTKqJhoZk+bxNQJY7C00J0zUlFxMX9u3cbJM2eJjUugqPjKC44N9PUJDgokMkIt4iPCwvDy9BDfQon8YxAFe9/rFAW7yN8aQRBITErmz63b2Lp9B3n5BV3eN2JYDDfMu45pkydhamqik76kKTL49H/fsXn77ktm9CMGBfPofXcycczIfn/5CoLA4VOxrPn2l05e6u0MCvLj7gVzmTlpDEaG/ctweTFllVXsPHyKbQeOc/j0uU72kBdiYmzEsIgQxg2NYMzQcHzcXUTRcQ1TVlnFkOsfAMDU2IiELd/o5N9LEASefeMDNmzdpSn7aMVzzJ6s3cXWgiBw4kwsn33zPQePnrjk7xHA0MCAcaOGMWfaZCaOHYmpiW6eC+39KVAWEhsfT2z8OWLj4jl3PqmTO1V32FhbExE+iMiwMCLCw4gIG6TTRfEiIrrknxzDrhUkEkl3ijxoQDsiIqIlUtLS+XPrNrZs205Wdk6X93h6uDN/7nXMnzsbN1dXnfXl5Nl4vlj7PbsPHL7kWkxUBI/cdyejhw3ptwBSqVTsOHCUNd/+QkJy2iXXp4wZzv233UC0FvytL6SkvJIdh07y14HjHDubSGsX4gcgwMeDcUMjGBsTwZBBQVofLIjojoycjoGutw4HVxKJhDeee5R8ZRFHz8QDsPj193Bxsic6THuOKhKJhGHRgxkWPZji0jL+2rWPzdt3cTo2QXNPU3MzO/cdYue+Q5gYGzNp3CgmjR3FqGFDsLfVbtiMRCLB1cUZVxdnZk6bqm6/qZnk1FTi4hOIbdsys7Iv+Wx5RQX7DhzqlCfC31dG1OBIoiIjiB4cibeXpzggFvnX8o+aYb+cYI+KijIVZ9hFrmUEQSAvP18zM3XoyFHS5Iou77W0tGD6lMnMnzuHIVGDdfYlVllVzbY9+/l145YuX72PHj6UR++9g5joyH63Vd/QwMbt+/jfj78jz8rtdE0q1eO6KeN5cNGNBMj6ntDmYqpq6vhz7xH+3HuEE/FJnfzSLyQ80JcZ44YxfUzMNe/00tjUTHF5JRXVtVTW1FHZtlef11JZXUdlTS0V1bUUlVXS2NSMSqVCJQioVMIFxypaVQKCoEKlEjAxMsTXwwV3Jzuc7GxwtrfBxV69d7a3wc7KfMAcefrKhu37WfLWGkAdv/71qud12l5lVTU3PLAYRbb6/7OttSVvLXuKCSOG6PR3lVdQyNade9i8bRfnklO7vS84wI+I0GAC/GT4y7wJ8JNhb2ujc1FcXlFBXMI54uITOBuXQHzCOSqrqq74OVsbGyLCByHz8UHm7YWvzAcfb2/sBqDPIiK9QQyJ6XudYkiMyDVFS0sLisxMzielcD4pmcSkZJKSUy77pWVuZsbkSROYPX0qo0aMwFBHM7u1dXXs2n+Yzdt2cfDoCY3jxYVMGT+a/7t7EZFhof1uLydfyfrft/Lz5h1UXBSPb2RoyILZU3jgthtwd3Hqd1ugnsE/cjaRX7ftY/vBEzQ2NXd5X1SIP9PHDWfGmBjcnB200nZ/EQSBsqoa8ovKyC8ubdu3bUVl5BWXUlJ+ZeGjCwz0pTjaWuPiYMOQEH8mDQsnMlCmk+ykfeWjbzfwwTe/aM4Pfv8fnf/bZucVMP/+pymr6Ph38XJzYcbE0UwcFcPg0ECd2iAqsrLZskMt3tMzrpyB1tbaCn9fHwJ8ZfjJvJF5eeDr44WTg+788gVBIDMrWz0DHxdPbMI5kpJTaO0mFO1irK2s8POVdWwyH/x8fXF2chSFvMhVQRTsfa9TFOwiV436+npS0tI5n5TM+WS1QE9OTetRXKexsTETx49l9ozpjBs9EmNjY530saa2joPHTrBlxx72HDzSyZaxHQN9febOnMoDd9yKn8y7X+21trZy4PgZvtvwJ/uPnb4kxb25mSmL5s/i7pvn4qCl1/bZ+YVs2L6fDdsPkF9Ucsl1iUTC0LAgZowdxtQxQ7WSQKevNDY1o8grJD07n/TsAtLa9jmFJd0OMK5F7KwsGD80jEnDIhgTFYKZiW7+//aUgyfjuPO5lZpzO2tL1qx4hiGDAnXa7umE89z55IvUXWT7CWBjZcnYYVFMHBXD2GFRWs/+244gCKSkK9ix9wCHjp0i9lziJYvFL4eZqQk+nh74eHvi6+2JzMsTmbcnPp4emOjg37Wurp74c+c4Exun3s7G9WgW/kLMzczwlflohHyAvx+DgoNFm0kRnSMK9r7XKQp2EZ0jCAIFBUqSUlJJTk0lOSWV5NQ0MrOyu1wM1hUWFuYMCglhcEQ4gyPCGTZ0CGY6cD4B9czb3oNH2XvoKCfPxHU5kw4QHhrM7GkTmTNtMk79tIYsq6jklz938v0fW8nJvzQBi6erM7ffOJsFs6diaW7Wr7YA6uob+OvAcX7dto/jcUld3hPi582N08cxc9xwHO10a4V3MU3NLaRl55OWla8R5WnZ+WQri7sNz7kSenoSHG2ssLY0x9rCDEtzU6zNzbCyMMXK3Awrc9O2cjMcba0wMzFCIpEg1dNDT0+CRKKHVE+Cnp4eepK2vZ6EsspqFLlKlKUVKEvKUZaUU1BSTmHbeUV17WX7Zaivz4iIICYOC2fSsAhcdeDO0hP+2HWI51avoblNrBroS3ntqfu4aYb28gR0RZ6yiG9/3cxPm7dT1c3vSirVIzoshImjYpg4aii+XrpzTqmpreNsQiKp6QpS5RmkyhWkyTOpq6/vdV2uzk7I2oS8j1eboPf2xNnRQWv9V6lUKDIySU5NIyMjE0VmJvKMTDIyet9nRwcHQkOCCAkKIjQkmNDgQNxcXcXZeBGtIQr2vtcpCnYRrVJfX09aurxNnKe1ifPULi0Wu8PZyZGQoCBCgtu2oEDc3XT3pdHY1MSJM3EakZ6Vk9vtvQF+MuZMm8TsqZPw8nDrV7uCIBB3PoXvNmxhy56DNHUxQzxueDSL5s9i/IghWgkPSEhVsH7TTrbsPXpJMiNQJzSaO3kUN04fT4ifd7/b6wmCIJBfVMbZZAWxKQpiUzI4l551WZvIrrAwM8HVwVa9OdpdcKzeO9lZa9VXvKfUNzRSWFZJWlY+e07Es/tE3GXDc4Jl7swcPYTb50zAUkeD0u44mZDMwy+/R+kFYSp33zCDFx5apPPfXX1DA4dOnGXvkZPsOXKSopKybu/1cHUiJnIQgTJvAn3Vm4Od7uK1VSoV+cpCUtpEvCIzC0VmDoqsbCp78Wxrx9TEBJmXelZe1ibkfX28kHl7as2HXaVSoVQWkiZXkC5XkK5Q79Pkcqqra3pcj5WlJSHBQYSGBBEaHExkeBge7m6iiBfpE/9YwS6RSOYB89pOnYFpgAI42FZWIgjC4n7ULwp2kT4hCAL5BQUkJauFeUpq72fN9fT08PbybBPngYQEBRISHISdre5nGPPylRw6fpK9h45y+Pgpauu6n4kKDvBj0thRzJo6kUC//nuI19bV8+fuA6z/bQvnUuSXXLe2tGDB7CksnDcTL3eXfrfX0NjEln1HWbdxhyYxzoXo6UkYFxPJjdPHM3F4lM7dXWrrG0hIy1IL9GS1QC8ur+zRZyUSCZ7O9vh5uuLn6YK/pwt+Hq54uzkOuLjtKyqVioS0LHYfj2P3iTiSFF0PEK0tzPi/m2Zw++wJWss22hPylMXcv/xtkhUdjiVjhoTz0YuPY2VhPiB9EASBxFQ5ew6fYO+Rk8Sd736BaDs2VpYE+nppRHyAzIsAmRfmOvx/IQgCZRUVyDOyycjKRpGZjTwzG0VWNjl5BT2ONW9HKpXi7eFOgJ8P/jIfAnzVm5eHOwYG2jGvEwSB4pIS0uQK5PIM0uRykpJTSEpJpaHh0kF8V9jb2REZEUZURASDI8MJCw3BRIe2mCL/HP7Jgv0V4OXL3JIlCIJ3P+oXBbtIlzQ3N1NYVER+gbJtKyAvv0B9nF9AfkFBr163WlpaEBwYQGBAAMGBAQQF+OPv56vzh3xVdQ1pigzS5BmkyjM1x0Ulpd1+xsTYmFHDhjBh9AjGjx6Oi5Njv/rQ2tpKUnoGR07FcfR0HCdiz1HfRSx8eHAAt98wi1mTxmBs1L+07YIgcCYxld93HmTLvqNUdhFq4Ovpyo3Tx3P9lDE6D3nJLSxh2+EzbD9ylrPJ8h6FtXg6OxAkc8ffwwU/T1f8PV2QuTsPqHgdCPIKS9l9Ip49J+I4GpesCUlpx8XBlvcW38OwMN3Gk19IbX0Dz6z8hB2HTmrKvFydeOnRu5gwfPCA9aOd4tIy9h09zd4jJzl44sxlB9gXY2dthaODLY72djjZ2+Jkb4uDnXrvaG+Hk4Mt9jY26Otr9w1CU3Mz2Tl5KLKyUWTlIM/IIiMrB3lmVq9n5fX1pbg5O+Pu5oKnuxveHm54e7rj7emOp5srRv18XoD6OaXIyOR8cjKJ59UL/s8nJ/fo7ahUKsXL06NtYasMf18Z/n6+yGQ+YuZWkU78YwW7rhEF+7+X6upq8vILyM3L1wjyfKV6X1CgpLCo+JIFjz1BT08PH28vAgP824R5AEGBAbg4O+nUSaGkrJyMzGwysnNIz8giNV1BmiITZdGVswsCeLq7MmH0CCaMHsGw6Mh+fQEKgoAiK5cjp+M4cjqOY6fjqezmFbSRoSFzpozjtutnEhHS/8yripx8Nu46xMZdh8guKLrkuqGBPrPGj2DhnMlEhQbo9LW2IlfJtsNn2Hb4DOfSL+/CYW5iTESgD5GBPkQGyYgMkmFnpbsslNcqNXUNbDt8mv/88Cc5yo4FwHp6Ep6543oevHHagFlEqlQqPvx2A//5dkOn8nExESx96Hb8vd0HpB8X09TcTOy5FJLSFaTIM0mRZ5GakdUrEX8xEokEOxsr7G1tsLexxt62fbNR7206zm2trfol7i+elZdnZiPPyCJNkUluN4nfrtR3V2cnjYD39lDvfTw98HBz7dfMvCAI5Oblcz4pmXPnk0g4l8jZ+ARqanoWUqOvr4+PlycBAf4E+PkRGOBHoL8/7m6u17zVqYhuEAV7HxEF+z+XqqoqcvLyycvPJy8vn9y8fPIKCtTH+fm9iinvDitLS4ICAwgK9Cc4MJDAAH/8fWU6mzWvrasjMzsXRVY2GVk5ZGTloMjKISM7h5qayy/suxgTY2OiI8MYOyKGCaNHIPPue+KRpuZmUhVZxCelcSoukaOn4ym8zAw+gJ+3BzfNnsqNs6dg3U/3i4zcAnYdPsXW/ce6DHkBcHd2YOGcySyYMQE7a91kSRQEgdSsfLYdPs22w2dIyczr8j6JREKAlyuD24R5ZKAPvu4u15TN4dWmqbmFn7Yf5MN1myir6hBHE2PCeeeZe7C26P/C456yZd9RXnj3C2pqOwSxVE+PRXOn8tCt1+Fkf3UWyV6ISqUiv7CYFHkmyfJMUuSZpMqzUGTndpuNt69IJBJsrSxxsLfFwdYGR3sb7G1tcLSzxcFOvbe3s8HRzgYzU5NePVdq6+pIz8giTd72VlCRSZo8g3zlpQvRe4KBvj4+3p74+3jj7+uNv68P/j7e/QqxUalUpCsUnI2N52xcPGdj40lXdJ0XoztMTUwI8PcjwN+PoMAAwkJDCA4MEMNq/gWIgr2PiIL974tKpaKwqJjsnByyc3LJattnZ6v3vbX5uhiJRIKjgz2uLi64tGXoc3F2xs3VBTcXF1xdXLCystT6DG19fQOZOblk5eSRmZNLZnaO+jg7l8LiSy0Hr4ShgQE+Xh4E+MkIkPlovrQ83Vz7tIiztbUVRXYe8UmpxCelEZ+USlJ6RpcLRi/E3taakUMiGREdzqghkf3yTlepVMQly9l5+BS7jpwiPatrYWxhZsqs8cOZN3kMQ8ICdTKjJQgCyRm5bDl4ir8OnSYjr2thYaAvZWRkMNNHRTF5eOS/cva8LyhLynls1RecPp+uKXNztOPjpQ8SEeAzYP0oKa/k/a9/5sctey558xYV4s+0MTFMGxODp6t2cgJoi5aWVkrKyyksLqO4tIzCkjKKSkopKimnsKSUohJ1WVlFZZ/eKF4JUxNjnB3scXGyx8XRARdHO/W+/dzJAYsexNjX1zeQW1BAdk4+Wbnq56H6+ZhLXoGy132/WMgH+vkyKDgQV+e++bPX1dUjz8hQL26VK0hLl5Oank5ObtfPpq6QSqX4+/oSNiiEsFD1FhgYIIbU/MMQBXsfEQX7tY0gCJSVl5ORkYU8IwN5RiaZmVlkZeeQk5fXI7/y7jAyMlKLb1fXtr1ahLs4O+Hq4oKTo6POEhA1NDR2fOlk52i+eLJy8nocwnIx5mam+Hh5qp0XvDzUCU5kPnh5uKGv37eZpOaWFjKy80iRZ3IuJZ34pDTOpaT36NW7hbkZI6LCGREdzsghkfh598+GrrGpicNnzrHr8Cl2Hz1DcVlFl/cZ6EuZMCyKuVNGM3H4YJ192SlylWzef4I/D5xEnqPs8h4jQwPGRoUyY3Q0E2PCsTT/eywKvdZobmnhnbW/8+WGHZoyA30py+6/idtnTxhQt44keRavfbKWY7Hnu7we4ufNtDFDmTY6Bn9v97+Nk0hzSwslZRWUlJW37duOy9uOSzuOyyu1m4DL3NQEFycH3Jwd8XJzwdPNBU93F7zcnPFwccboCms2GpuayMnN1zxHM9qfq9m5FBReGhZ3OWysrQgNCiA0KICw4EBCgwLwdO+7Q1dNbS1p6XJSUtNITU8nJTWd1LR0ysrLe/R5A319Attm4MNCQ4gMD8PPV6bThFoiuphHG/sAACAASURBVEUU7H1EFOxXH0EQqKqqRllYSE5uHorMTBQZmcgVGSgyMqmo7Jl7xsUYGRnh4eaGm5sL7q6uamHu5oq7myvurq7Y2dnqNKa8qrqGfGUheQXKzl8iObkUKHv3JdKOvr4UT3c3ZF6e+Hi6a5KT+Hh5YN+Pn6exsYk8ZRGZufnqmFhFFinyTBRZud16sF+Mh6sT4cEBhAX5M2xwGIMCffv1pdLaqiIrT8npxFT2HDvDwZNx1HWxUBXA2MiQMUPCmTxyCJNHRmOjg9lrQRDIzC9i+5Ez/Ln/JOcVOV3eZ2psxIShYUwfFcX4oWFXPSHQP4kdR86y5P2vqb4gNGX22KG8+fgdmJsO3O9ZEAR2Hj7F2t+3cSIuidZuXKF83F2YNiaGqaOHMChAdlUsNXVBc0sLpeUVFJeWU1RaTklpOUWlZW3nZZSUllNcVk5RSTmNTU39aksikeDsYKcW8W7OeLo64+3hhszLHW93F0yukDCuuqaWdEUmqYoM0tvCa9IUmb0S8hbm5oQG+TOoTcAPCgrA29O9z883QRAoKSltE/BpJCYlk5B4HkVGZo/eFJibmREeNojI8DAGR4QTGOCHi7OzGBP/N0EU7H1EFOy6RRAEKiorUSoLURYWUqBUb+3HykL1Vt+FH3ZPsLG2xtPDHQ93dzw93PHydMfTwwNPD3ccHRx0FgLRLsaVRcUUKIvU+8JCCgqLNWX1PbQHuxipVIq7q0snFwRvDw+8PNxwd3Xu02x5dW0d+coi8tq2/MJi9V5ZRK6y6LJ+z13hYGdDeLA/4cEBhAf7Exbkj621Va/7Be0e5KWkZuSQmpmj3mfkkJaVR1Nz92E2dtaWTBwRxZSRQxgVHYaJcf9dIi7uV15RKSfOpXI0LpkjcSkUFHf9ezI1NmLy8AhmjRnKmKiQf5yLy7VEdkExj7z5GYnyDsvFcUMG8fWKJ65Kf8oqq9h95AzbD57g0On4br3zpXp6ONha42Rvg5O9Lc5tbi3OF5472P6jBniaZ2VRCcqiEgqKSigoLFbvi0ooKCqmoLCkX6Le1ckBH083ZJ7uyDzd8GkT8y6O9pcV1BcK+TR5Bkkp6ZxLTqW6h4tJjYwMCfCVEeTv22mz6eNzUN2nGs4nJRN/LpGExPMknDtPdk7XEwMXY2JijMzHBz+ZT1sGV1/8ZD54erhjYKBbm1qR3iEK9j4iCvb+0764Mzc3j5y8vAv26sWdPfW17Q5TExN8fLzx9fFG5uODj7cX3l6eeLq7YWmp/cWD1TW1FBQWUaAsahPhamFbUFjUbzHejp6eHu6uzho3A29PtSD39nTH3cWlV4uhWltbKS4rJ19ZTH5h+9YuztXH3WVP7AmuTg4E+noT5OejEenODna9ns2vrW8gO7+QzDwlWXlKMvOUpGfmkpqZS00P3S283Z2ZOmook0cNYXCwv1YXaTY2N3Nens3p83LOJKm3orLu3+4YGugzfmgYc8YOZWJMuNYHDCLd09jUzIrPf+SHvw5oyg6tfeuqZUhtp7q2jn3HY9l+8AT7jp/t9o3Q5TAxNsJAXx99qR5SqRR9qR76+vpIpXroS6XqMj31NYkE2r+mBQTNcfvBhd/hkrbstFKpei/Rk6Anac9gq85aK9XTw9BAHyNDA4yNDDE0NMTIwAAjw/bNUHPN1MQYCzMTLM3N2jZTLM3NMDU26tWzQRAEyiurKCgsITtfSXZeAdl5BWTlFZCdpyS/sLjHeS0uxNDQAG93VwJ8vDR+9AG+Xni4OHUr5FUqFTl5BSQmp3IuOYVzSakkJqdSXtHzt7xODvYE+fsS6O9LcIAfoYH++Hh59Hk2vqKiksSkJBLOnSc2IYHYuASKS3q+lslAXx9vby/8ZD74+crwbbOc9PH20ooVpkjvEQV7HxEFe88oKy9HkZFJRmYWioxMsrJzyM1TC3NtuK2Ympjg7OyEq4szPl5eyHx88JWpBbqzU98WAXVFc3MLhcXF5BcUtoWrqPf5yjZhXljUa7eV7jAxNsbV2QlXZ0e8NMJcbTnm7uaCYQ9nPdpnx9vFeEHhhcK8GGVRSb9dIKRSPVwcHfBwccJf5kmAzJtAXy/8fbywNO+ZG4cgCFRW15KjLCIrT0lWXps4z1cfdxdzfjmc7GwI8vVkeGQok0ZE4+upvWyvxeVVnG0T5qeT5CSkZV4xs6iZiRHDwgKZOSaaycMj/zaJiv6pLHhmFaeT1K5Aq5+6ixunjLrKPeqgobGJQ6fi2X7oBEfOnOv27cw/DameHhbmpliaqQW8pYUZ9jZWONha42BjjYOtVZtNpLrM1srism9Cm5qbyVMWtYl4Jdm5BWTk5KHIziO3QElra+/EvLGREX4+HgTK1M+3djHv4mjf5bNFEATylUUktgn4hKQUUtLkvVprZGxsRJCfLyFB/oQE+BMa5E+gny/GfRjkC4JAQYGSs/Fqd5qExPPIFRmUV/Tu+aqnp4eHuxv+vr4aC+LgoEA8PdzF0BodIwr2PiIK9g6amprJzslBkZlJRkYWisxM5BkZZGRk9TmOHNRi3MXFGRdnJ5ydnC7YO6tFurMT5ubmWhFiTc3N5BUoycnNJye/gLwCZYcoLyiksLikT7M1Xf5MTo44Ozng7OiAq7Mjzo7qcxcnR1ycHLG0uPLP1NLSSmFJaYcAv0CYt2/VWhhAGBoa4Nq2qMvN2VFz7OrkgIerM84O9lf0VRYEgZLySnKVxeQVFpNXWNK2FZOnVJ/X9jG0ycrCjEAfTwJ8PAjwdm/be2Bt2f+sko3NzShyC0nNzCM1K4/UrHxSMnPJLby87SSoF8NFBvowPDyQERGBDPLzwqCPC3hFtM/nv2zjra/VHulzJwzj/SX3XeUedU9jUzNFpeUo21xZlCXlFJaUUajZq8suFwb2T0Sqp4edjRUONla4ONrh7uyAm5MD7s4dm6W5WZfP0qbmZnLylCiyc1Fk56HIziUjJ5+MrFxKezErDmBpYUaIv4wQf19CA3wJCZDh6+XR7XOxvKKSlHQFSanpJKfJSU6TkypX0NjYs/AePT09fL09CQn0V8fFt8XHW/RwguRiSsvKkCsySFdkIJcrkCsySFMoUPbSDtPM1JSAAD+CAwPVeUQCAwj098dMnJzQGqJg7yP/RsEuCAL5BQUkp6SRkpZGSmo6KWlpZGRm0dLDBYb/z96bR0l6lufdv9r3fd+rep+efSSQQBIYtIDNagxmMcaOk48vjvESY8cnib8knxMnIbG/2AkkNscm8TEB28HEEAMGSZhFEhLSaGY0M713V1XXvm/dVV3VtXx/vG/XTGu23kYzkvs65zn3877dPfVUTdVb13s/133dV0OlUgmFnD4vAZ8Pv9+3LRqNhgPLig4GA4qlMqup9JCUrybTJNMZVlNpsrm9NTva/nyUuJ1OvC4nHrdzSMC35l63E8MObzDWm63tmnGRlKfEmCuWdp0huh5sZhMelx2vSyDhXpdwE+FzC9FuMd9yvWvNFpl8iXS+SCZfIlMQ5umtea60LzIhl8kIeJyEfG7CPhdBr4vRoI/JSACH9dbruxW6vR6JbFEg5bG0SM5TRFP5He9AhLxO7jkyyhlxjAe9h97odzEuLcV59y/9GwDsFiPPff53XjWuLNfDYDCgudGm2+3S7fXp9Xp0ez26XSH2en3huNejd9V7WoL4nCUSJMOpZPizAQP6/QGDQZ9+f0B/MKDf7zMYDMRj4Xyv16Oz2aXd2aTd6bDR7gjzzc3huXZ7k412h/XWBo31deprTRrrTeprTepr62zskLDuBnqdBv82Eu9kNOhlJODF57JfNyNcqzdYjidZjK4yvxJnYSXGwkqc4i52+lRKJZOjYY5OjHBkfISjE6NMjYVvWOja6/WIJ1LMLS4zu7DEzPwiM/OLu7LjjYQCHJ+e4tiRCU4cmWJ6agL9PshyY22NlZUoiyKJX1peYWllhUQytePvSolEQjDg5+j0EU4cO8qJY0c5On0Eve6V64XwWsIhYd8jXquEfTAYUKlWSaUzpNMZUuk00fgqc/MLLCwt77hL2xY0GjWRUIhIJMxIOEQ4FCLg9xHw+3DYr7+VuNd1l6tVsrkCWVGLnc7miIu+5PFEimZr7938ABx2Kz63G6/Hhc/twusRsvxbpNxq3hl53Gi3yRXK5AolMoWiEEVinsrlSWcLN+zuuRtsZcc9zitZca9bJOUuJx6n7ZZOCe1Oh0yhTLZQEkj5VhyS8SKN9ea+16pRq/C57IS8bkI+F2GfWyTobjxO275cMjqbXfLlKtlilWyxQrZUIZ0vE03niKfzJHOlXUmDlAo5JybCnDkyyj1Hxjh9ZAT7bWqodNAYDAZUGuvkynXy5Tq5co1Gc4POZpdOt0u706XZ7tBqd2htdIS5GPv9AT6HhbDHznjAzZGIl1GfE8UBt6V/JdDv97n3w79KVazR+Ppn/iVTkTvTffQQAjqbXZHAC2S+Wm9QrNQolKviqFGq1ChUhOPaPuprQLBOjfg9jAS8jIZ8TI0EmR4NEfA4r0vky9XaVSReGPPLsR3vZEqlUsbCAY5PjXF8Sii4PzIeQX0TPXixXGFWJO+XxRiNJ3ZEmCUSCSOhIMenJ5meGhd7aURwOx37+t7d2NhgJRpjYWmZ2fl55uYXmJmbp1zemd2kRCJhbCTCsaPTHD0yJdaZRfB63IeWk7fAIWHfI16thL3b7ZLL5wVCnskK3TzFeTqTIZ3J7Ml5xevxMBIJEQmHGQmHGYmEhjryg9C1tVobQ814KpMVss2Z7FBDns0X6ezDMUAikeB2OQh4PQR8QoMjn8eFz+MWSLnbeUtf7qsbjeSLJbHRSHnYZCRbKJErlKgegHYfhIZCQyLu2k7IPU4HNovpphfmzW6XXLE8JN+ZfGmYIc/kS2SLZUrVg/FNNhl0+FwOfC47Ppcdr8uB3+XA5xaOLXvYTWl3NsmXq+TLNfLlGoVKbdu8UK6RK1cpVff+egfcdibDPiZCPiZCXiZCPkb8bpT7aFl+u9DZ7JIr10gVqqSLFZGQC6RcGHUKlTqd7sF1r1TKZYwFXBwJe4djKuzBegCSpNuNT/zbP+DrTwnX79/8+Af5ufc+codXdIjdoN3ZFAl9hXSuRDJbIJkrCNI7cd7aQ/GuXqthajTIsfERTkyOcHxyhIjfc93vscFgQCqbZ2ZhhcuLy8wsLDOzsEImv7PMuFwmY2IkJBD4I+McnxpjcjR80zqlZqvF3MIyl+cXuTw3z8WZeRaWo9t2Tm76/PS6YdOnsZEwEyMRxkbCePZR8zUYDCgUi8zOLTA3vzAk8iux+I7XpVQqiYRDjI+OMjYqFLiOj40eutVchUPCvkfcrYR9MBhQKldIJJMkkimhwDOZGs7TmeyOP0DXg9lkYnJijInxcSbF1sjjY6P73uJqt9sk01lWU2lWkylWk+khKc9kc5Qquy88fDkMej0hvxe/z0PQdyUG/F68btcNCXm/36dcrW8j4dlC6apjIRbL1QPr+KdUyAUZzVWacZ/bidctRI/DftOmIN1eT9C9FspkC2UxM168QswLZQoHtF6lQoHHYcXrtAvdCB02vC4hepx2vE7bjjoSgvBaVxrrFMo1CpU6xcpVBFw8LlTq5Cs16mv7z+xvwWUzMxbwMBEWiPlU2M9Y0HPXWOUNBgPq660hGU8XKqSLVVKFK/NcuX5bOk7uBa+bHuHf/fz7GfXfXd07r8Yffflb/Ns/+l8A/PQ738L/+48+codX9OrDYDCgttakVK2z0dmks7kp7NaIo73ZveacTCpBrVSiVilRqxRoVOJcqUSjVqJWKlCrVOg0KrT7cFAaDAaUa40hgd8qal9JZFhOpClVdq5V12nUHJuIcHxihOOToxyfHCHkdd2Q4JYqNWYWVwQCL8aV1Z1JSZQKORMjIaYnRgVt/MQoU6Phm8pbNjbazC0u8dLMPJdm57k4M8fiSmxXdVd6nZaxiNDNenw0fCAZ+Xa7zfzCIpdmZnnp0mVeunSZxaXlXa1ry61mi8CPjY4wNjrCSDi858Z+r1YcEvY94k4S9n6/TyabJRZfHY74aoLVZJJUKr1v6Ydep8MrdvD0eTz4/T4mxsaYnBjD5dz7XXilWiO2mhR05Kk08USKRCpNIpUhm9+/htyg1wt6cadDLOp0EvR5CAcDhIN+zCbjNWtvdzbJFwUyu+X3m80XyRZL5AtCdrxQquy4CdBOIJfJcNituO02XA4bbqcdt8MmFnYK2XK71XzDnYlma4N8uSoWm5WHpDxTKJEtCEVohUqVfn//n0OZVIrTbsHrsOFx2nDbrXictiE59zrt2MzXvq4vx2a3S6FSp1DeyoJXyW9lwUvVqwh5/YbNZPYKqVSCw2LCZTPjtltwizHkcRL2uQh5HPsiBvvFlkwlW6qRKdbIlqqki1WyJWGeKdXIlmq0Dkjja9CqcVlNuKxGnFYjJp0WlVKOUi5HpZSjFQmUVq1Eo1KiUSnQqpX0+wMS+TIrqQJz8TSzsQzpwo23wVVKOb/+Uz/G33vnQ3ele8TXvvc8v/jvPwvAY288zR/85j+6wyu6u1CqNUjmisOb53y5uu0zXKjUKFbqdA7w2vhyaNUqHBYjDqtQXLp9bsJpFc7ZzcZdv8dqjTWBvK+mWIgmmF1ZZXYpRrm2sx05o17HsYkIxyYinJgY5dhEhIDnxt+Pa+tNZhZXuDi3yKW5JS7OLbGymtzRY0kkEkJ+z5DAT4+PcHRiBIftxnakrdYGswtLXJydY35xhcWVKAvLsR37xW9Br9eJ5D3MWCTMxKhA5F2OvUlam80WM3NCw6el5RWisRjLKzGKpVsX818NlUrFkckJjk0fGcprxsdGX9PZ+EPCvkfcbsI+GAzIFwqsROPE4nFiqyIxj68STyT3Jf9w2O34vB68HrdAzD1evB63QNC9nn15lHc2N1lNpFiJr7IST7ASWyUqznfjSftyyOUysXDzikzFd5WG3O1yXpOBGAwGFMsVkpk8yUyOVDZPtlAkkyuSKQjEfDeFRDuBzWLGZbfitFtx2W047Racdhsuu1Ug5w4bNsv1yXiztUGhXBXIrNgJMFcSuv7lxON8qXogmnEQvgScVvMwK35NdNhwWM03LZ4cDAZUG+tkS1XBtaJUJVvailVx3TVKO/wS3A3kMtnwC9z5si9xp9W07fwr3Smy3+9TX9+gWG1QrDUoVhsUqmvC8daorQ3jrWwhdwKJRILTYsBrt+Cxm/HYTDitRtw2E06LSNAtRnSag7s5qa01mY1lmI2lmYunmYtlmImm6F5VEP266RH+4yc+SMhjP7DHPQj88NICH/on/xGAU5MRvvyf/tkdXtGdQaW+xmI8zcJqmsV4mkUx3o7P7O2CUiEn5HEQ8joJeZzDGPY68DpsOy4AHwwG5EsVLi1EubiwIoz5FYo7zMabDDqOTYxwfGJkmJH3u2+coa6vrTOzsMzFuUUuzi7x0uwCq+nsjp+33WpmajQi9rsIMzUaYSwcuOHu62AwIF8ssSh2br26AVR9l3VTRoOeIxNjHJkY58jEKNOT44yNhG8pHb0R6vU6S1vFrcsrLCwts7S8Qia789dDqVAwOTE+JPDHjk4zOT6OUvnaIPGHhH2POCjC3u/3SWcy2yuxxWrsxh4LD/V6PQGfl0DAL7iu+HwEAqIDi8+L+haFhjtBvdFgaSXOYjTGcjTOcjTOSjxBMp3Zk+RGKpXidbsI+DwE/V4CPi9+r2dIyp122zUFKUKhaZ1kJksinSOZyZHM5kllxHkmv+/21lswGnS47DZhOKwCCXfYcNosuB02nHYbdqv5Gu2h0Iq7PiyUKpSrFMtXFVJVhGKqYrm6Z2vD60EikWC3mIYdEYdEXMyKex3CzcTNrAb7/T6laoNMsXKlWLMgWMhtFXDmylXanYO1kzMbdELWbCujZrmSXbNbTNgtRpxWExaD7rZmbru9HuutNo3mBvX1DRrNljhvUWs0qa4Jo7bWpNpoXTVvUm+2DmSH42po1UrcNhM+hwWv3YLPKUaHGa/dgttmuiu09XPxDJ/8/S8wE00Pz2nVSv7Zz7yLj7ztDXeNG0s8k+ctf/+fA+B1WHnqTz51h1d0e7HZ7TIfS3FpKc58TLApXVxNU6zsr05Fr1FjsxjRqJQoFXJxKK6ay1Fdda7fH9Bqd9gQ3WQ22pvCsXiutSE4zDTWWweSvVfIZfhddkJeJxGfa9eSt8FgQLZY5uK8QN63SHxlh7VIZqOeY+MRjk+OcHQ8wrHxm2fia/WGIKNZXGFmQYhLsdUdu4LJZFJGgn4mR8PDxnVTo2G8rhvfOGy5qC0sR4dkfi9EXi6XMRoOMT05LpJ5YVgt5h3/Gy9HY21N5EbLLC6vsLi0zPzi0o5tJ5UKBdNHpjh14jgnTxzn1InjBPy+u+Y6tBscEvY9YqeEvd/vUyqVxYLOrFDomUmTzeZJptOsRKN7KvK0Wi2Eg0HCoSsj4PcT9PsxXUf6sVu0222h62VG8CEXCjwFb/KV2Cr54u62r0BoAhEO+An6fQT9XmH4vAT9Prwe1zVkd8trfFtbajGmc3liyQxr+8w2S6VSgXQ77bgddjwuQZ7idthFci4Q26vdVDbaHUqVGsVqnWKlSqlap1S5Mi9WasIoV3e8vbobKOQynDaLsG67FbfDisdhw+2w4nbY8NitOGyWHZG3jXaH1WyBWCpPPJNnJZkjmsqRLpTIlapsHlCBokQiwWY24LSYcNrMQhSz4C6reZgJt1uNqA5wS3OjvUltXSDRtfWWQKbXBYK9db6+3qK21qK+LhDyLWLe3Dh4m7kbwaBV47GZcdtNuG0mYX51tJsxaNWvmi+ZzmaXz3zpCT7zpSe3SZwePDnBpz7xk3jtlju4OgGtjTZH3/cJQPhMzf7Vf70rpTv7QbnW4K/+9jm+8f0XuLS8uquba41KSdjnxHnV59NpNWG3CDs2DqtwM3275GSDwYDGemtYTL4lmytcNd+S11X36BgTdDs4MRnmra87wZvvPYZlh8XSg8GAVK7AS/Mrw2z8pYWVHTvXGHRajo1HOH10nHuOTnLm6Dgmw40fu93usBCNC8WtC8vMLq4wuxSluQvuYNDrhGZPkSDjkRBjkQATkRAOm+WmRD5fLAlEfjnK4kqUxWUhK7+bRoEel5PpyfGhnGZybISRUGBfHVOLpTKXZ2a5PDvLpcuzXJqZIZXO7OhvrVYLx6anGRuJMBIJMzoSYSQcxmaz3tXX2EPCvkdsEfYXXniBXD5PLL5KIpkilU4PiXk6kyGTze1ZvmIw6BmNRAiHQ4SDQULBAOFQkEgoiMFg2Nf6G2vrYnOgLKm0GEUHllQmR7G09+56XreLkXCQkVCAkVCQSDjISCiIx+XY9oXYbG0IVoYvG1tNgHLF8r6bFRkNOvxuF36P0DlUcFCx43HacTvtOGwW5DIZtcb60EKsWKlRqgqku1SpU6rWRFIuxIPMhF8NpUKOQ+zk57JbcYmk3Gmz4LJvzc27dlRpbbRZzRaJpXPE0wUx5oml82SKO7Piuhn0GjUuuxmXTdCHu2xXze1mXFYzdovxQGQp7U1RC19tUK6tU66vUaqvUa6tU6qtUa6vUa5vzdcPTPe9Fxi0amwmPXazQRgmPY6tuVmP3XRlfic19LcTLy0l+OTvf5Gl5JVsmEGr5v/5uffw/re+7o5/OZ76yV8eFi//ykffzS995F13dD0HgV6vz9PnZ/iLbz7F48+ev+VNt0qpYDzoYTzoZTzkZTzoZSLkxee0vWpuYOprTeKZAvG0kHiIpfOsZgrEM3ny5Z3JWaRSCfccGePh+07y8H0nGPG7d/X+HAwGJDJ5Li1EeWlhWSDy8ys7ljCOh/zcc2yCM0cnODE5ykjQe9NrZr/fZzWdZW4pytxSjLnlKPPLcVZTmV3Vg5kMesYiQSYiQcbCQcZHgoyFA7jstpsS+XQ2z9zCEjMLi8wuLDE7v0Q8mdrx40qlUkIBHxOjI0yMhoU4FiESDOy5mLRSrQokfmaOSzMzXJqZZTWxszoBEOr3ggE/oWCAkMi5tobT4bjjn4dDwr5HSCSSs0az+UxgdHJPGfKrYbVaGBsZGVY/j41EGBsdwenYX3V2Mp3d3iBIjMl0Ztd6tZdDqVAwEg4yNhJmLBJiNBxiJBwkHPCjEbcZN9ptkpkciXSORFqUrWRzQ1JePgDLQJ1WQ8DrJuARNO1+jxO/20XA68Jhs7DR2RS11YIG/GpSLvj6CvODyiS/HBKJBKtZkHI4rWaBkFtNYqvtq4fphl35boStDFS2JEhWMlsa8mKF7FYsVvacfQIw6bV4HKKsRhxucXjsFlw2C3rtwTiprLU2yBZrZMtCsWW2VB8WXebKNbLFGqX6/v3pdwqJRIJeo8KgVaPXqDHo1Bi0aow6DWaDFrNeGKbrzI06zavSn/x2oN3Z5He/8Df80Ve/u41IvPXeaf7dz38Ap/XOedj/5qc/zxe+/t3h8T/+6Hv4xY+8846tZz9I5or8r8ef5kuPP0OmcP2Ei89p48REmOnRABNBH+MhLwGX/TXd5Gu9tSEkLFI5lhMZ5mMp5mMpoqncTQvcfU4bD56e5oFTR3jjqSmspt0nyQaDAavpnJiBj3J5KcblxSjVHVzHlAoF4yEfU6MhpkaCHBkNcWQ0hOUW61hvtliMxreR+NmlFeq7/B7Q67SMhQOMhgKMR4KMhgOMhwP43M4b+qU31taZX1pmZn5JJPNLzC8t77iLKwgNCCdGRwRd/MQ4UxNjTI2PYrzJDsTNUCqXeeniJc6/dIkLL13k/MWLe5Ibq9VqggE/QVFq7PN68Hq9+Lwe/F7vgSgbboVDwr5HSCSSs0q15ox/ZOKWv2syGsUiTw8ejxuP2yXM3S4i4RA2640rvW+GeqNBNJ4gupoktpocOq4kUulddUi7HmQyGS6HHZ/HPdSRbxV7BvyCHaJUKiVfKhNPZlhNZUlmsmLMkcjkyBf3nqXf83KQ4gAAIABJREFUgs1iFrLiLjtep0OUrNgxGvXIFUparTa5ktiie6tQsyjE2yFHAWH73GYWtoa3yLhtK4pzm1mQfljNO8ssdza7rDVbrDU3qDbWqTbWqNRvHsu1NZp78Bm+GlKpBL/TTth3pVhr1O8m4LbjtlsONPPb6/XJlKokcmXi2SKJXJnVXInVrDCqB2jTuAWFXIZJr8UkkmyTToPJoMWk02I2aMSfaTHpNRh1GgxagZjrNWr0GtUdz6i8lvDCbJRf/y9/Rixz5dpk0mv4zK9/jAdO3Po6ejvQ7mzyf//rz/C9s5eH5371p9/DJz786iDtzY0233rmHF964hl+cGHuupnVU5MRfvJtD/LI/adeNQ2+Xgm0O5ssxNN87+wlnnzuAhcWYjfMTEskEo6OBnjjqSM8eHqa1x0dR7XHQsbBYEA6V+TC3DIvXJrnxcsLzCzFdty8zWWzDEn85EiQkYCHiN9zU+vcwWBAtlBiYSXGYjTBYjTOYnSVpegqa83ducqplEpGQ35GwwEmRkJMiVp5r+v6Gehut8tSNM7CcpSFpZWhvGY1ld7VTkDA5xELXMeYnhzj6NTEnrzj+/0+0VicxaVllqNRVqIxlleiRGNx1tb3ntzSabXb3PV8Xi8ejxuH3Y7TYcdht2Ew7K97+yFh3yOuJuwmo5FwSNg+8fm8+DwCOfd63Hg87n15lDdbLeKJlEjME8RWE8RWk0TjCcr7cF1RqZRDEr7VIMi3dez14HLYkMvl9Ho9svkSsVSaeDJDPCnEWDLNairLRnvvhFEhl+Nx2kV/cadoa+jE5bChUCjo9gYUKlXSueKw1X06XySTLx24LEWv1WAX9ZnCMA+JuM1swmYxDkm5QadFIpHQ3txkrbnBenOD9dYGa62XzVvtlx1vsNbcGBLzrdhotg7EJeRGkMtk+JxWwl4XIa9jm52h32U/0ELFXq9PulhhJV1gJVUgmi6wmi0RzxZJFSr73smQSiU4LUYcZgNWox6rSYfVqMdm1GE16bEaddhNBqzisV6juuOyi0NcQXOjzX/4/Nf5k689NTynVMj5g9/4Wd5yz5E7sqZ2Z5OP/9an+f6LM8Nzn/zYe/mFD73jjqznVhgMBjx/eZG/fOIZvv79F1hvXXsNthr1vPet9/OBxx5kMuy7A6t89aFQqfOd5y/y5A8v8PS5meu+rltQKRXcOz3Gg6enuf/EJFMj/n3V3rQ22rw0LxD4c5cXmV2Jk8nvrk7MabMQ8bsZCXiJBLzDecDjvGHSaDAYkMkXRQIvEPnlWILFWGLHHVy3oNNqmIiEmBgJMTkaHkabxXT959zaEIn8CovLUeaXVphfWiGbL+z4MW1WC8enJzl+ZJLj01Mcn57C5dibG9VgMKBcqRBfTYhj9ap5gmpt73xrC0qlEofdhsNux+GwC9Fuw263YzYZMRmNGI1CNBmNGAz6bTdBh4R9j5BIJGenjhw588wzz2Ax770Cegu1eoPFFcFmaSkaZ2klxmI0Riab39O/J5MJNogBn9C5M+AVGgQFvB78Pg9265VCE6GwpEw0kSK6mhJiIkUskSaRzu6ZTMpkUqGjpcdN0OvG7xW05D63A61WS2ujQypXJJHJk8jmSaTzrGZyZAqlA/MQd1jN2zTgWxrxrWjUa5HK5LQ22pTra1TEUV8TihEb6y3q600aV8+bwvyg3VH2ArVKidtmHkpVXLar5SrCeZvZcOCZ4nJ9jWhaIORbxHwlVSCWLe75/aJSyvHYzLisQuHlcFhNgne6zYTdrH/FLRoPcfB49tIS//j3vkC2JHwJKuQyPv1rH+Ox+47dkfVstDt8/Lc+w1Pn7l7SnswV+fKTP+DLT/yA1ey1pEYikfCmM0f5wNse5JH7Tt4VjkGvVmx2u5yfj/L0uVmePjfD+fnoTeUzSrmcIyMBTk6GOTkR4eRkhLB3f12+a4015lZWmV2OD+NCNLHr7x25TEbQ6yLi9xDxu4mIGfmI34PzBgWng8GAQqnCYmxVIPDRVZbjCRajiV03MbRZzBwZizA9McLRiVGOTowSDnhv+NqUK1VBE3/VWIrG6O4w2eOwWzl+ZIpjRyaHZN5xEz3+TlGt1lhNCEnTdDpDKpMRahbTGVLpzL7731wPEokEg0GP0WDAZDTy9HeepFwqHhL23WIvto61eoOV2CrLsTjxRIq42NEzkUrvyaNcpVISDviHjYFCoh1iwOfF43KiEC/YPbHrZSKdJZXJD3XkKbG4M50t7Nn+0GIyEvS5Cfo8BDwuAj43NosFpVLBZrdPXmwbvdVhM10okS2U9k12tWoVXpcdr9OO22HFZbdit5jQaTQolApkUhmdbo9KfY1yrUGp1qBca1BtNKk21qmtrVNtrN8VpBuEi6peq0avVWPUaTEb9VgMuptGq1GPQad5xTLItbUmX/7OWf788WeZX925N+7VsJsNBF1Wgm77y6INp+X2awAPcfcgkSvxkX/xByTzgnROLpPyqU98kPf9yL13ZD3XI+0feOwBfvWn34vLtv+kzF5RrNb5N5/9c776nR9e9+cjfjc/8cgbee9b78Nj35u88hA3R329yQ8vLvDUuRmeOjfLSvLW1z+bycBb7zvBo/ef4sHT06hv0pl6p+j2esRTWWaX48wux1mOp1lJpomnsnvavdSqVQJ5D3iJBDyMBDxCht7vQa/VXPdvKrU6SyKJX1iJMb8cZ345RnWHNpcAGrVKlNNEmBoLDy0oLabrS7banQ7L0Tgz80KB68z8IpfnFnbsEmcyGogEA0RC4hDn4aAfreb6z3M3GAwGVGs1UiJ5T6fTpNIZcvk8hWKJfKFAsVhivbk/2WdyZYHORuuQsO8WNyLs/X6fVCbLcmxVJOerrMTiLMdW9+S8IpfL8Hs9295gkWCAcDAwdF3ZahC05UWeyORIiTGZEQo899Op0241E/J7Cfs9BL0ezGYjKpWa/mBAub5GKlcknRPa3qfzRdbW93+n6bZb8YkWi1aLEb1Oh0qhRCKT0usNaDRbgluIaK9YrgmZ8VcSMqkUg06DTqNGpxHItk6jetnxlWHQqtFrNSIxvxINWjUqpeKuJKuDwYAXZqN88fFn+fozF2h3bv0+spsNRLwORrwOIl4HEa+doNtOwGk90KY9h3j1I1Wo8NF/+QfbdO2f+MAj/OMPve2O1A9cj7RrVEp+8m0P8tgbTnPv0bGb9i44SLQ22nz1uz/kU5/7y2sKxw06De968+v5iUfewKnJkbvy2vFaRrpQFrLv52e4MB8lnrm5jEOtUvLAqSOcGA8zGfYxFfHjdx2cC0+31yOVLbCSyLCSSBNNZoiK81xpb05gbrtVJPFeRoNeRgJeRgIevE77NeveysjPrwjkfUGMi9HVXclm3Q4bk6Jv/JZ//EjIf93PXL/fJ7aa5KWZOS7NznNxZp7Lcwu7znS7nQ4iwQChgA+/z4PP48bvdeP3enDYrAd6HVpfb1IslSgUixQKRQpFYV4slajV6tTqdep1IdbqDdZe1pX2kLDvERKJ5OypU6fOfPZzf8Kl2Xkuzc4zu7BEdDWxq4roLahUSkZCguvK+IjQAngsEiIU8A8z5fXG2stkK2liYlzfZeHIy2E06IgEfIT9XpwOG1qtDolUSmezR6FSJZUrksoWyBRKB6K31us0+F1ObFYTRr0etUaNVCJls9dnvdUetq0vVhs7LsbZCxRyGRajHouYsbYY9ZiNeswGHQatBoNOg1GnxaC7dq5RKV+zX5TVRpP//Z0X+OLjz7KYuLZBhVIhZ8zvFIm5GH0CQTfq9p+xOMTfHeTKNT72rz7LQuJK1vIdD5zkd37xw6hVr3yHwo12h1/5j3/Et545d83PjHotP3LvMR657xRvuvcoxpsU+u0FmWKZv/3hRZ587gLPXJi7ZgfwoTPTfODRB3n0Daf2XPR4iINHpb7GSwsxLixEuTAf5fx89JYJJK1aJTRxiviZDPuYDAtxp17wO8V6a4NoIkMslRkS+WgyQzSZpb5LnToINx9hn5vRoJfRoI/xsJ/RoI+I33PNe7LX67GazjK7uMLlhRUuzy9xeWFlV7IahVzOaDiwjcRPjoZx2q/1TO/1ekTjCS7OzHFxdp6LM3PMLizvWa6iVCjwiF3V/V63QOY9blxOBw67FYfNhmmXNsu7QbfbpbG2Rq0mEPkPvP/9LCzMHxL23UIikZxVavRnfFOndvw3W6R8NBwkFPAT9HsJ+X0EAz6cdtswW54vlplbFrxVl2IJYqKevLSPIlOb2YTPI9gduhw2NFotUqmMzW6P+nqLXLHCajpHIptnY5/e1UqFAo/TitVsQq/To1IpGSCh0xU6R1bXmuTLtV1Xp98KEokEi0GH1WTAZjZgMxmwmgyYjTp0Wg0alRq1UoFKqUChUCCXy+j3B7Q3u2x0NoXR3qTd2aTb69MfDBgMBvT7wrw/GDDoD4bzLZ29Ui5DIZchl8tQyOUvO5aJx3I0KiV6jUrIwqvFKM7vBlu1wWDA87NRvvgtIZt+vRuzoyM+PvLYG3jXQ6cxHJCd46sFm90ezY0O3X4fqUSCVCJBIhWiTLr9WCqRHDrM7AL19Ra/+Lt/yvfOzQ/PnZoI8tl/+nM4zPvrObFXfP/Fy/z7z32J2ZXr+zjLZTLuOz7BI/ef5OH7TuJ37b7Yrd/vc3Exzrd/+BJPPneBmZXEdX/P57Tx27/4Ud50z53R+B9id+j3+5yfj/L4s+d54tnzLCd2LiF02cwE3HahoZzNLEahwZzLZsZpNR+Ile5gMKBcaxBNiln5hJiV36PERiqVEPS6GA8JBH485GM05GM06Lumo2yhXGF+OcbcUoz55Rjzy1EWoqt0diFRtZiMQiOokasKXSPBa+wfB4MBuUJRMO4Ymnckia4mWE2mdqyNvxGUCgV2mxWHXeiAbrfZcNiEudViFotJDaIO3YBOu3cZ62HR6R4hEHbdGd/U6Wt+ZrdZGQ0HGQmHGA0HGQ2HGI0E8bpd277EWxsbLKysCl6p4ht3bjlGpbZ7f3K9TkvI58HncRLwuPF7nOj0Onp9aKy3SOWKLK+mWElkyBRKu7JTejksRgMepw2L2YRWo0Eml9HrQ7O9SW1tXexKV9/XY1wNo16Lw2LEZjJg0OnQajWolErkcjn9AQwG0O33aW92WW+1qa+3hq3k6+sbd7R5zk6hVirQaVSi77cGo07w+zYOM/sawXpQqxHPqzHoNMINiEKOSilHpVCgUspvWJS55XOeKVXJlmpkSlt+58K5TLFKbe3amyidWsW733SaDz92P8dHA7f7pXhF0N7ssporE82WiWZKJPMVGq02zXaH5kaH9Y0O660O6+Jxc6NDZ5cXdokEdGolWpUSrVopzNVK9GrVtmOtWonVoMVu0uEw6cUGS3rM+leuPuFuQLfX47f++Cv86TeeHp7zOSz88T//+0yGPHdkTf1+n6fPz/LEsxd44rkLN/Q3B5iK+Lnv+AQ6jRqlQvg8KhVyVMorcetcc6PNd89e4m+fv0ixcuPr/XjQw489dC//4H2PXUN6DvHqwUoyy/OXF4ce8PPRJOV9SDh1GpXQ18NiGianbGaDmKwyCk5Z4jmTXrvr5EG31yORybOSSLOymmYlkWE5kSKayFDaQ/8Uv9vBRDjA5EiAyUiQiUiAkYB3W2F0t9sjnkwztxwTmkGJScvULo03PE77Nqea8UiQkaAf3XU0+d1ul2Q6S3Q1QTyRGjaTTIrNJPdSW3gryOUyTAYDRqMBk0jijUYDOo0GjUaN9pqoRqsW5v/gZz/G7OzMIWHfLSQSyVmlVn/mLe94H8emJjh2ZJKjUxNMjEYwGa/NCNXX1nlpdoGLs4tcml9ibjlGLLE7H1KVUknI7yES9BEJCCPo8yCRSilUasKHK5FheTUtyGT2aH1oMugIeJw4bVb0eh1yuYJef8D6RodyfY10vkS2tLtK8etBKZfjtJmwmkwY9Fq0GjVSmUDCN7s9Wp0ua80NKo3mHe9a+WqCTCoVCbxAEhRyGdVGk0Zzd++HE2MBPvTo/bzroVPoX6Vkod/v88zlKAuJPNFsmVi2RDRTIl2qcbdfphQyKbaXkXiX1UDYbeNY2MO4f++N1e5m/I+vfZ9//bmvDHew9BoVn/61j/HmM1N3dF2DwYDZlQRPPHeBJ569wKWl+IE/hkIu4/XHJnj4vpO85fXHCXmcB/4Yh7jzGAwGFCt15mIp5mNJ5mNJ5qIpFlfTB27xK5NKsZoMOK0mHFYhU++0mnBaTbhs5uG5nXajrtbXWEmkWVpNsRxPsRhPsbyaIpkt7IrPyGUyRoLeIZGfEom8z7VdI19vrDG/EhdJfIz5pSjzK/Fdy4DdDhsjIT+joQCjIT+RoJ+g143X7bhhXcp6s0kqk9tG4tOZLPliiXyxRLFU3nHh60EgNXeOTmv9kLDvFoKG/fSZc+devOZn/X6f5XiSFy/Ncv7SPOcuzbEYW93xm1mv1QhV02MRJkZCjAQFbTlIWIgnWYgmmI8mmF9ZZSWx+w+4VCrB67Tjdztw2CxoNVokUhntbpdqo0kqX2Y1W9iXNEYileC0mERZjA6VUolEKmWz26fV2aTRaguFoo3b/2aXSiXDbpVatXIoi1GLQ6NSXDknzhUy2TZ5w5W5FKlUgkQiQSqVMBgM6Hb7bHa7bHZ7bPZ6Qtw2unQ2uzTbHcGbvdVmTYzrrTbr+2x+dJAwaNW8+6HTfOjR+zk26r/Ty9k3fuOzX+Ev/vZaLfJeIJNK0KqVKGSybRKp3sskUz1RNnW74XeYefjMBA+fmeS+6RDKV6gY8pXAt1+Y4Zd+9/PDz4ZUKuEf/vhb+eUPPnbX2BVmixW+/cOXeOK5CzxzfnbPRMtq1POW1x/nLa8/yUNnpjHcwJ3jEK99dHs9VjMFssUK+XKNXKlKrlylUK6RK1fJl4R4O9zNJBIJNrMBj92C32XH77Lhc9oJuLfmtps20mtttFlJpAUCH0+xGE+yvJoilsze1BLz5dCoVYwGfUyE/YyH/YyFfEyEtxP5fr9POldgfiXOwlaR60qclXhiD3xoy37aictuw+WwXYkOK267HYfdgvIGPvvNVotCsUyhJJL4YplCqUy+WKJSrVGt1ak3GtTqDWqNBhv7+L4/JOx7xNUuMZvdLucuzvHM2QucuzTH+Zn5HTUdkEqlRAJepsYiTI6EmRoTiircDjuL8STnZxe5tBhjYWWV+Vhi1+4rRr2O0aCXkNeN0WhAKpPRbG9Sqq2RyBaIZwp7/uBLpBJcNgtWkyCLkSvk9PrQam9SW29RqDZotQ/2oqJUyIUGOUY9ZqMWvVaLTqNCo1SiVMpRKuQo5XJkMhkymRSpVCqSauhs9uh0u0gkEmRSKTKRdMvE35FKr5pLJOjVKswGDWa9BrMoRzHdpnbz/X6fVntzSOTXWhvU1prU1zdEec+V0Wi2qK0J87Vmm/bmJu3NLu3O5lCLfyMPe6VCjsd2xdPcYzPhtpvx2Mx47MJ5m1H3mtJev+c3P8tLy+lrzkslEnwOE2G3jbDbSthlxWzQDiUses1VMhaVEJUK+a4y2t1ej2Z7cyix2R7bw/naRodyfZ1ibZ1CdY1CbY1ibY1Gc+cXdr1GyUMnxnj4zARvOTWO1bj3Zm13C2Zjaf7Bb/8x6eKV3bwjYS+/+8sf5kjYewdXdi3WWxs8fW6WWDpPZ3OTzmaX9lbsXIlb53q9Picmwjx830lOTkTuihqWQ7w6MBgMqK81yZaqokNag1K1QalaH9oXl6oNimI8yFoxm8lwhcy7bIS9zmFDPpfVfN3vjnZnk5VEmoVYgvmVhJhwXCWV2103dq1axWhIIPJjIf/QfjLgcQ6LXTe7XeLJ9NClRiDxSWKJ9L7NK2xmEy6HDafdis1ixmIyYDEZsZiMmE0GrCYTZpMBi9mI2Wi4Yda+3elQrzeoik4wtXqDRmONZmuD5kaLVmuDZmuDVqslxg3WW01arQ2+8eUvUiuXDgn7biGRSM5GRsbOvO2DP8vTz5+/5baITCZlajTCiekJTkyNMz0xwngkiFqlolStc352kXMzwnhpbnlXchaP08ZE2E8k4MWo14FExtpGh0SuyEI8TSJb2FMjIpNeh91qxqDXoVQKhaPNdpdKo0m+XGfzANxbJFKJQMANevRaNRq1CoVcjkQqBSR0+302uz02Ol3WNjqiNn1j13rig4JBo8KkF4i8SafBbtIx5nMw4Xcw7ncSdFmQ3WHCu9ntCUS+0x1Go06D1ah7TUoobobf/9J3+L2//A4gZKT/xcfeTsRjI+C0oLpLMrU3QruzSaG2LhB4kcinijUWk3l+cDnKWuv6O2ASCZwZD/ATbzrF+9508q5/njdDvlznV/7T/+QHl5aG5xRyGb/yobfx8ff+yGETrUMc4hZob25SqjaELH2pSr5SI1+qChn8q7L3perOfdSvB7VKSdDtIOx1EPI6hY7aXichrxOP3XINmW+sN1mMJZmPrrIQFeJiLLlrjbxUKsHncgybQUX8bsLi3Ou0I5NJ2ex2SaRzrMQTrKymWI4niCbSJNNZsoXddZTdKfQ6LWaxyFSv1aAbDu3wWK/TCuc0GlQqJSqVEqVC2O1XKZUoxbh1/MjDb+HC+fOHhH23kEgkZ5U64xnfiQev+3Ob2cTpY1OcPjbFmeNHOD41jlajptfrM7sc58WZBc6LBD2evtY273ow6nVMRgJMjgQZDXpRqzXUmxssxFNcXIyzkszt+i7SbNDjc9kwGQwolEo6vQG19RbZUp1SbX++5mq1EpvRiEGvQa1SIZFK6fUHdLp9mu1N6s0Nauutu15LvBsoFTJGvXYm/E7GRRI/4XcQcN55Iv93EYl8hTf98u8DgqTlmU//Kk7LnXEdOUh0ul1+OBvnyRcXePLFeRL569eUOMx6fu5H7+enHrn3Vevq0+/3+ZOvPcWnPv+1bX0ATk0E+Z1f+jCjvkOd9yEOsV9sdrsUKnXS+TLJfJFktkgyVyKZL5HMFkkXynvOUquUCsJeJxGf65phMeq3JZJK1TpL8SQLsSSLsSSLsQSLsSTl2u5vKJQKOT6XA7/bgc9lx+dy4BvO7bhsVrrdLqlsnmQmR65YJlcokSuWxFgmVyxRLFfp70LWc7uQeukpOuv1Q8K+W7ycsHtdDt58/z287tQxzhybIuB1D9+EiUyep89e5KmzF3nm3CWqO6gOd9osnJ4e59SRMSYjAfQ6PalCmQsLUV5aiHFpKb5jrZZUKiHgshP0ujDo9CCVst7eJF9pEM+U9qyhthgNWM16tBo1MpkgidnY7FJb36DcaNLt3b43uFIhw6TTYNSq0arEO1LRLUU9dE25aijlKGQywaZxIOqMRe2xMBeOt843Wm1q6y2qa1fGfm4uVAo5Z8b9vOnkGG86OcaRoOvvXLb7TuFDv/XfeW5WKBD8pz/1KB9/5wN3eEUHi8FgwGKywJMvzvPkiwu8uJi45n1q0Kr46COv4+/96H13zCZxv1hO5fm1//xFzi+sDs+plHJ+46Pv4Gfe8eBrSsp1iEPcbej1+uTKVYHI54vEMwVWMwXi6TyxdP6a5l47hUmvvS6RD3md25yRStU6i7EEC7EkS/EUsaTgJ5/O7931Ti6T4XHa8Ild0x2ilabTZsFhMeMQ5yqFgmKlQq4gEPpKrU6lVqdab1Cu1qmKx5VaY3j+dvDgQ8K+R0gkkrNWh/vMf/jP/5U3338Po6HAkIANBgPOXl7grx7/Pk+fvXjLDLpSIefYeIRT0+OcmZ7g1PQY/QF89Ts/5PnLi7y0ENtxF0+f08ZEyEvI50IqlVNstMgUa8zFM9R3qYFXKuT4HVbMRj0KpZLuAFqdLpVGi3y1QW8PMpuXQyIBi16L1ajFoNOiUSlRKOTIpDLh9ZRIGAADoNcf0Ov16fT6tDd7tNqbNNub9Pp9JCD+PkiQIJEIOmWJRIJEfCC5TNCmG7VXhlmnxmrQYjNqsRk12AxabAYtdpP2mox4v9+n0WxTvYrIp4pVFpMFFpN5FpMF8tWd/T85zXoeOjHKj943zZtPjh1u7d9G/K/vnOOf/OFXAJgMOPnGp37+NX2zVKqv85ffO8/nvv4sucr2rJRSIePHHzzJfUdCTAacjHrtr6oGPN1ej8/+1Xf4vT/75jaf6PuPjfJbH38f4wH3HVzdIQ7xdxfVxjrxTJ54Ok88XSCeEYh8LJXbs4Wly2Ym4nMR9joZ8bsZDXgY9bvxOW3Duo92p0M8lRObQWWIpbLD5lDFysHYMmrVKhw2Cw6rCafVgmXY40Uv6NiNekHTbjRgMRlQKxU01pvUG+usN5usNVusXzXWms2r5i2azZZQ49Lp0O50hJqXdkc83qTT6dDpbHLpqW+w0ageEvbd4uqi0y1sdrt847vP8bkvfZ2X5pdv+Ld2i4n7T01zenqc09PjHBkNo1IqaG20+eYPzvGlx5/hBxfmbnmH5nfZODU5womJMMfHQ/SR8sJcjO+fX+DcfGzHGW6TXsOY30XE58Co09Hu9slU1lhMFUnk99bWGMCi1+CxmXBaDOi0auQyOQOJhE6vz0anR6PVobLWolBbp3EDPe6dgkYpZ8JvZ8rv4EjAwVTAwZGAHeMtZAXVtaZA4FOFIZFfSBYo3ITIuywGfuJNJ/nAj5wm7LYd9FO5Lej1+q+aQrm1VpvX//zvDIugn/idX2DU57jDq7r9aG92+aunXuIP/8/TRDPX12lKJRJGvXZOjvk4Oerj1JiPyYDrthRXHyRmY2k++ftfZDZ2paBYIpHw9vuP84kPPMJ0xHcHV3eIQ7wy6Gx2qa0JtseVRpNKY51KY52qaIVcbaxTqa9TFy19twwXpFLpcC6TSUXDBanohKXCYtBiNui2RYtBh9mgxWzQ7jrBVGusE0vniaZyw7GSzBJN5fZk16xUyAV9vMdJ2HdjvXxjvUkyWyCdK5LKFUhmC0LXdvF4L57yO4FCLsNsNGA26NFp1aJGWgwJAAAgAElEQVROXS1o1zXisVaNQdSyazVqsV+DYhi3ejmolAqUYi+HH3nzmzh/7twhYd8tribsG+0O//Orj/O5L33tuo01NGoVrz9xhAfuOc6D9xxnMrI9G39+foUvPf4M/+e7z9+wotuk13JyMsLJiQgnJyOcmAhj0ut45uIif/3UeR7/4aXrNr25GkadhumIl6mQlzG/E5/TSmuzx2KywNmFBOcWkzRaO5fHeKxGQm4rQZcFt8WIUqGgN4D1To/KWotEsU4sVyFb2Z8W/m6C12bYRuKPh12EnOZb/l2uXOf7F5f57oUlnrq4QvUG/1f3HQnxkYfv5R1vOHpXat7n4xn+vy/+Dd9+YYajI35+6m1v4J0PnkKjUt7ppd0Uj3zy0yynBVeCr/72xzk+cne5jNxO9Pp9Hn9hjv/21aeu65jzcqgUco5FPEMCf3LUR8Bpuet2JTqbXf7zXzzOf/vyk9cU1b/zwVP86offTsT72r8xO8TfDay1Nri4lOTC4irnF1a5sLRKtnTwjX12AoNWjc2kFx3GhOF1mPHatuaWHdXMDAYDcqXqkMDHRHlNNJVjNVPYk2ZeqZAT8jgIe12EfU78LjtehxWv04bPYcWgu9KQrrXRJp0vkswWyORLFCpV8qUqhbIw8qUKhXKNzubB22juBannv0VnrXJI2HcLiURy9vTp02c++a8+xaf/9MvkStsz0UqFgvc88gA//uhDnJ6euGbbOV+u8r+ffJYvPfH0ddsWSyQSHjozzTvf9DrumR4j7HUikUjo9fo8Pxvlr586xzd+8BLl+o11Y9MRLw+enOCeqQjTES9mg45nLq3w3GycFxZWuRzN3FLWIpdJGfXamQ67mQq6iLhtmPQaqs0OC6kSl+N5Lq/mSRb314hGKZfhMOlwmnW4zHrsJi1GrRqdSoFWrUCrVKBVCZ7pGtE7XSsOmVSUzQwABgwGwoVgAPT7AwbiuW6vz1qrTb0pjlabylqLcqNFqd4cxnxtjcrazl16xr023n7vOD967wRTfvstiU2v3+ellTR/89wMf/m9C5Su83844Xfwax98mEfumbwriFI8U+T3/vxbfOV7L16z82PUaXj/W1/HR972hruyALDb6zH9M7/NprjjdOm//1N0N/ETfq1iMBjw3Gycpy4us5gsMJ/IsZqv7OhzazVoOTXm4/7pCA8cH2Eq4LxrNOOXlpP83p9/kyefn9l2XiaV8sFH7uOXPvgoLqvpDq3uEIfYPbq9HgurWc4vrnJhQSDoi8ncbdFF3y4YtGo8NoHI+51W/E4rQbeNgBiNupv3G+j2eqTyJaLJHCsioV9OZFhOZm/aHfhW0GvUeJ1WPA6rSOSt+Bw23HYLTqsJu9m4jdQLNprrQyKfL1ep1htU6mtUaw0q4ryyNa819tXD5mY4JOx7hEQiOau3OM44Tr1123mbxcRH3/0oP/XuR7Fbtn9JDAYDnjo3y//4yhN87+zl6zYTCHmdvP/RN/K+h9+Ax24d/t35xVX++qnzfO3p8+TK13+zOi1GHjo1wUOnJnngxDh2s4FkocKTLy7w7RcXeHYmdks7RKdZz72TQe6dCnJmzI/JoBOJeY5L8TyX43lyO9Rpb0EmlRCwmwi7LAQcJtwWPU6zDqdZj0mrRi6X0en2KTY2KNSbFBstyo0NNja7tDd7tLs92ps9OmLcNu/2kEoECYtGqUCjlKNVyVEr5WiV8m3n9RoFPqueoN1I0GHEqLlxVrhYbzKXKDCXLDC7KsSldPmWr1/YaeZH753g7feOczx868LSzW6Pvz23wJ9/5xzfObd4TcOdeycD/MaHH+XeyeDOX/ADRLZU47/8xeP8xZPP7Uhi9YZjY/zU29/IY/cdu2tkFdFMibf+6n8BwG018IPPfPIOr+juQXOjw+VYhvNLKS4spzi/lCRVvHXWzmbU8sajIzxwfIQHjo3gd9x6l+l2Yyaa4vf//Ft867lL286rlQp+9h0P8g/f91ZMeu0dWt0hDnFz1NdbfPX75/jrp87z0lJiR1IRqVSCWS/IVSwGLRajTpgbBfmK1aDDbNBh0gvkuC82euv1+/T7A7q93vBcv9+n2+uz3mpTaTQFOc1VcUtuU1/fOJAbB6NOQ9Blw++yEnRZCbhsBFwCsfc7LDetramvNcVsfI54ukAsnSOWFvTze9XLXw2lQo7DIpB3h9U4nNstRuxmI1aTHpN+67XVolYpt33XtzbaVOoN6muiVr21IerYN1hvCXFNPL/1c6Ffw9W9G4Sx1ceh09lk/rtfod0oHxL23UIikZxV6i1nfK97DACH1cwvfPTH+eCPvQWVcjsR7PZ6fP37L/DZL32TmZXENf+WTqPixx66l/c/+gD3To8N/+Pn4hm+8t2z/PXTF0jmr5XaALhtJt7xwCne9eApTowF6A8GnF9K8uTZBb59boH5RP6mz2My4OSeiQD3TgY5Pe6nsbHJc/NJnptL8uJSmvItZDZbkEok+OxGwk4zYZeFiMtC0GlCr1HT7vZJlBpE83VS5TWK9SbFeotio8Xaxp3bajLrVATtBoHA240EHYYhmfeYdUil28n2ZrfHSrbCXKLArDh+uJBko3N9tx6fzShk3u8Z5/So95p/7+XIlet84cmz/PHXf8D6xvaL9cNnJvj1Dz3MZMC1vye9Q5Tra/y3L3+bP/3G09us9ADecs8RPv7et3B+Mc4Xv/ksq7lr9dEOi4GffPg+PvzY/fgclldkzTfCE2fn+b9+54sAPHAswuf/+c/c0fXc7ShU17iwnNo26us333EKu608eEwg8G+YjgwJwp3AuYU4/+FPv8azl7bXERl1Gn7+fW/lZ97x4F0v4TrE3w0MBgPOzsX4s8ef5WtPX2DjJo0MpVIJE0E3J8eCnJoIcnI8yHjA9YobFvR6fWrrTYrVNTLFKulilUyxSqZUJV2oCMel6jXfG7uFy2ok4LTidwlZeb/TMiT1bpvphs/75WQ+lS+RLpSH43Zkv5UKOWbx5sio14pEXpjr1Cq0GhVatVpo9KhWDc8JUejArlQoUMhlKORyFHLZdZN999xzDy+++OIhYd8ttgj7sYd/gn/44Xfz0fc8huY62+wXFqJ84t/+Ian8taTmvuMTvP/RB3j7A2e22RflyjV+6Xc/zw9nVq772Dajnh994wne9dBp7p0KI5VKGQwG/NevfJ/Pff1Zyo0bN3E6EnLx5pNjvH4qxJnxACa9hrVWh3/zZ9/h688v7EjDrlHKmQ46ORpycizk4mjIyajHikohp7y2wee/N8PfnIsSzdXY2LwzDY72C4NGyf0THn7szAgPHw9iuEE2vtne5LsXo/zNC4s8eWGZ9RvcgLjMen7iwaP8zMOncJr1N33sYm2Nz/zV9/mfjz8/lHGA4Kjz3gdP8Avveei2Fk3+5d++wL/87Jevsft8/fQIv/7RH+PeI5HhuX6/z/cvLPCFb/6AJ56/fI2WWCqV8K4HT/Pv/tEH7hhJ+sP/8zT//guPA/DTj72O3/p777gj63i1ot/vE82WeWF+lacuLvPMpehNrzFSiYRT/z975x0fR3Wu/+9s77talVXvvbgbGxswBhNMIIGAU0khCSS5SShpl5vefimEkHqTEMIlhZIbegkthOqKq2xZ1eq9S9v7zu+PWa0kq8uSbXz9fD7nc87MSjOz0u7Mc97zvM+bn8YFJdI9Zm1hxmmvvCqKIjuPNnD3gy9wvLlz0mtJcSa+/JHt7Ni6/h2TOH0e5x6qmzv5yq//Tn37VEksQGqChZUFEjFfVZhJeW46eu07Q8oniiLDDneU0I/Q2T9Ce98QHb1DdPQP0943dEqEXi6TkRxvJjctkZUFmawuzGJVYSZW0+zPVlEUGXG4JPLeP0zP4HBs3Ds4wuCog/5h+6ISYZcaE8m7UqlAqVBw7Pm/4RrqPU/YFwpBEA6lZ+Wuqamuwqiffpk1GApx6ae/OSkRVaNW8f4rNvPJ67aRnTpV7yuKIh/97r3sqWqctN+k17J9YwXXXLSKCyum2gDe++wu7vr7v6ccT6WUs6ksh8vXFLF1dQFpCZOXrkddXm765ZMcbZ7+pmHUqiiLkvLyLBvlWUnkJE8tAtTSb+eBV6t4fG/Dgki6Ui4j3qglwaglwaQl0ST18Uat5K+ulKNSyFArFKiV8ui21KujvSiKePwhPIEQvkAITyCINxDCG903NrZ7/HQMOmgfdNI+6Jx3tVSVQs6lZelcvTaXyyoyMWimJ57+YIid1W28dPAErxxpxDFNaXmVQs51F5Zw85XrKEib3RGmo3+EXzz2Os/sPjZJZywIsP2CUr5w7cWU5aTM6z3MF6IoUv6Rb+A5KcKvUsi5YkM560tzWV+SQ1FmCsMOFzWt3dS2dlPX2s3eqib6Z9AW/varH+OazauW9Frng3Akwvu/9wBHTkik7bufuIqbtm847ddxLiESiVDX3seu483srmpmf13bjKtMY8hJiWdtYUas5aUmnBYNfCQS4YW9x7jn4Rdp7ZlcCr08N50ffPZ6VhdmLft1nMd5TITd5eHK2++eIm8tzk7hQ1ds5KqNK0iyms7Q1S0/RFFkYMRJR/8Q7b3DdPQP09E3REefNO4dGl1UdfZMWzyrizJZWSAR+NKctEVVenZ7fQyOOhgYdkj9iJ3BUQeDI9J41OnG4ZLkQqMON4HQqa0mzBddu58i4Bg6Nwm7IAjpwA+A7UA80AM8DXxfFMXF+xUyva3jyfjnmwe47a77AEn2cssNV/LRqy/Fap65cMm/D1Rzy48fiG1v31jBjssu4OJVhahm+OC9ebSRT971UIzUJVoMbF1dwOVririoPBfdDASzf9TFx3/+BPVd4w+yJIuejUUZbChKZ0NxOjk266xSjua+Ue56aj+vHGubNnktTq8mx2YmO9FMjs1MZoKRRJMuRszNOvUZSaqMRET6HR7aB8YIfLQfcNDab2fEPf1Kg1opZ2tZBlevzWVreSZ6zfQ6u0AozN7aDl482MArhxunlRZdtjKXW7avY0NR+qx/g5q2Xn7+v6/yeuWJqcdYXcAXr9/C6vz0eb7zuXHLjx/g3weql+x4Jr2WZ+++g6yUhCU75nzxl5fe5vt/fRGQJoev3PNFsmzW034d5zL8wRBHTnSws0oi8FXN3VNyMU6GWa9hTUEG64szeffGsmX/nwRDYR5/7QC//sfLk0iSIAh88pqL+cpHtqP7P5iIfB5nBnf88mGeeeswIOVYvPeS1Xz4igtZWZBxVpgMnGkEQ2F6Bkfp6I+S+L5hOvul1tE/zMDI/KqeqhRyirNTKclOpTQnldKcNIqzUzBol67qsyiK+PwBRl2SnabD5Y4ReafHi8fnx+P14/b58Xh90d6Px+fH7fVJr/v8BENhgsEQwVB4Rnecc5awC4KQB+wBkoBngDrgAmArUA9sFkVxenPi+R1/TsK+4ys/5XCtpKO8/cb3cPuN7531mMFQmCtvv5uW7gEAPrp9Ez/87A2z/k7/iJPt//l7RqKEcF1RBg9/6xOoFLPPKjsG7Hz07sdoH7BH3w98/6OX89GtK+d1wwhHIjzw2nHuefYg/pMi6qXp8dy8rYKt5RlY9O+8cuiiKNLcZ+flylaeP9RMTef0HxONUs7Wikw+uKmIi0vSZ5zYhMIR/n2kifteOsCRpp4pr6/ItnHL9nVsX1eIYpYl+sMNHfzu6bd47chU4n7xijxufd8lrC8+9WhhJCI5ER2oaeFgbQuH6lpwzdPuUxAEspLjozfINEqyU1lXkn1Gkv06B0a58mu/wxP1X7/9hi3csWPrab+O/2sYdrg5UN/Owfp2Djd0cLylZ87VrFX5aVy7eQVXbywjcQ7J2KnA6w/wx6de596nXpu0JJ+eZOXH/7GDi1cVLdu5z+M8AF7Yc5Qv3P232Pa9d97ElRsrzuAVvfPg8wfpGhimuqWLyqiLTnVz57xXzbNTEmLPqDEib7OazprJUiQSIRgOEwyGCYZCUguG2X7FZRyvOnZOEvaXgXcBt4mi+NsJ+38BfAn4oyiKnzuF489K2Cvrmrn+yz8BQKVQsPOvd5EYN/sS11+e38n3738akCyRXv/914k3z/zwikQi3HTXw+w8Jk0Kkq1Gnv3RZ+d84J3oGuJjP3885vYilwn8/OaruO7Ckll/bwxNvaPc+eBbHGqeXMF1a3kGN19ewYVFqcvywQ+Ewoy4Aww6fQy5fAy7/Ay6JCJp1auwGjRY9Wri9CqsBjU6lWJJrqO5b5QXDrfw/KFm6rqmT/7NiDfy4YuLef+FRSSYZk64O3Sii/teOsgrRxqnrEikxZv49LvW8oFLytHPsCoCUNPaw++f2cULb1dPOcbG0mxuu34LG0uzl+x/EA5HqGvrjpH4A7XNXLyyiBf3HqM4KyUWvSjJTqUoK+Ws0FmKosinfvYwb1RK0rKCtESe+8lnF7U8eh6nBn8gSFVLj0TgT3RwuKGDIcf0Gni5TGBzeS7v3VzBletLMCzTZ6mzf5hv/OExdlY2TNp/w9Z1fOuT12IxnneTOY+lx8CIgytvv5uRaA7I9Zeu457bP3yGr0pCJBKhc2AUp8cfs0KGcYvksR5Rek0hl2GLM5JgMZwVNUP8wRC1Ld1UnmiTfOpPtE+Rwc2GOKOO/Ixk8tOTKEi3kZdhIz89iZR4y1lD5M/JpFNBEHKBJqAVyBNFMTLhNSOSNEYAkkRRnNnIfPZzzErYb7/rTzz35n4Abth2IXd/+VOzHs/u8nDpf/yEUZf0Rf76J67hM9fNHg3884v7+MHfXopeDzz8zU9wYVnOrL9zrKWXm37xRMxnXKWQ87svvIdtq/Jm/T2YOapekm7lZx/bQnnmqUse+u1edjX0cqRtiH6HjyHnGDH34fAuzFFGpZBFCbwaq0FNglFDWVocq7KsVGRY0aoWTt6aekd54XAzzx9uoX4a8q6Uy7hyVTY3XlLChoKUGb/ozb3D/M/Lh3hidw3+4GT9m1mv4ZPbVnPTFWswz7JC0dg1wH8/9RbP7Tk+rR3krddv4eKKvCW/2YiiSDAUlirlnaVJe68crOMz9/wvIH03Hv/ep1lTmHGGr0r6DvUMO+kZdtI34qJnxEX/qItgOIKAtEIhCCAgSHcomLRfpVBg0qlPahpMOjXm6HguN6IzDVEUaY0msb50oJa3jjZOaxmqVirYtraIazdXsGVV/pyrhou5jiffOMT/e+CZ2H0XIN5s4Pu3XM+7N604ax7U5/HOhyiK3PKTB2L1AlLizbz066/N6Ue+HPD4AtS191Hb1ktttK9r74utRi4EcpmALc6IzWoi2WoiZayPl/pkq4nUeNMZqdsw4nBT09pFTUs3NS3d1LZ00djZP62l9kzQa9TkpSeRny4R+Lx0GzmpCWQmJ5z2ANC5SthvBv4E3CeK4meneX0s+r5NFMVXF3mOGQl739AoF9/0XzEd0nO//TZlebP7aP/0b//kj0+9DkCGzcorv71z1g9DS88Q2+/8PYEocf7sezbzXx+5YtZzdAzYefd3/oYrmlCo1yj5023XcWHJ3B7foihy6/+8xvOHxp1rFDKBL161ms9ftRrlEhC3+1+v40fPVp5SAab5It6g5k83X8ya7MVPMk70jPCP3fU8vrcB+zQJpqtzkvjVJ7eSmTjzysqgw8NDr1Xyt1ePTCnWZNSquO3aC/nE5atn9TRv6Rni98/s5KmdR6cUwlpbmMHXb7yCtYVnxsf9TOHab90Xq+r50SvW88NPnXlnmKPNvdz+x+dp6x9dtnMo5DIpR8SsJz3RTFaihSybhawkC5mJZpLjjGcdoR92uHnx7Rqe3l3Fwfr2aX/GFmfkJ7e8h62rC5f8/AOjTn7wP0/zz12Vk/Z/7KrN/OAz1y/5+c7j/yb+uesIt97zUGz7we99lotWLv3neS68dayRL/7qsQVVNT9VlGYl8+j3PnlWFKzzB4Kc6OijpqWLmtZxIj9f2ecY4k0G/vTNT53WpPXlIOxnw5rzmBCxYYbXTyAR9kJgVsIuCMJMIvXimX6noa1rUtLAs2+8TXF2+qzRyEN1rbGxy+NjX1UjW9bMeAr21rTEyDrAia4BBkadJFpmTmh9s6olRtYB1AoFjT3DrCtIm7PITSAUmUTWAdLijeQlW1iqx//j+1vmTdZlgsCG/EQKk80IwLDbz4jbz7A7wIjLz5DbP0VbPxFDLj+vVHWdEmEvSInjWzs28tX3ruOFIy088lbtJJnQkZZ+rvnxk/z0Y5fw7jW50x4jwaTjjus28dmr1vPknhr+9NLBGKFzegP86H/f5B9vVfGdj2zl4rLsaY+RkxLP3Z+7jlvfdwl/eHYXT7xZGbODPNTQwY7vPsC71hVz+45LKc1KXvT7fafAHwzFyDrA1RvLzuDVSDje2sfH73l8WuegpUQoHKEnGrk/1to35XWVQk5mkpnMRAvZNguZiRZyU+IozUgi3nRmZCBWk54br1jPjVesp3NglOf2VPHM7qpJNST6RpzcfPff+eGnr+Yjl69b0vMnWoz89isf470Xr+bbf3wilpT64Iu7uXRNMZetK13S853H/01MdH4TBIF9x5u4oDR3RjOJ5cLz+6pPK1kHyTihqrmHjaXZp/W800GtUlKel0553rhRQyQSoXtwlKbOfho7+zjR0UdTZx+Nnf2TVt8mYsjh4uV9Ve94l6mzIcJ+H3ALcIsoivdP8/qPgG8A3xBF8SdzHGtGwr5mzRrddBF2fzDI+79yF8cb22L7rti4il987dOT/NYn4qW9x/jizx+MLdUIgsAXdlzOHR+8clqiP2h38aEf/IWm7nGNlkmv4WsfvJwPX752Wk3ZgN3Nx+5+fJIrDEBWkoUvv28T11xQPGv07WdP7+fefx2dQqrT4w3ctLWc6zcUEGdYfJLpM4fa+Po/DuBZgD+rRaci3qAhEA4TCEUIhiIEQtI4MEtlzji9iqfuuILsxJknOItBbecQj+ys5R+76yd5qH/0khK+tWPjnEtooXCEf+6v5zfP7qWld7KR0ZVr8vnmhy4lI3H2Mutdg6Pc++xu/vHaoUnXALD9ghJuvX7LOU/cP/GTB3krmttxzYVl/Pa295+xa6ntGOAjdz3KaLT4kE6tpCAtnmSLgWSrEZtFj0apjOlGY330izamH0WUJiNObwCHx4fD4x9vXj+jLt8pPYiTLHpKM5IoyUikJDOR0sxEsm1TLVxPF+ra+3h2dxWPvnGEIce4cvGOGy7lthu2LItcxeH28uVfPxKTLaQmWHj5N19bUleJ81gaiKJIS1cfxxvbiERENGoVGpUSrUaFRqWSttVKtOrx7ZkK0pwO1LR086Fv/Q6nZ3wltSw3jV/e8REKMk7f/fhoUxe3/eZx2vtPyShvQbhiXRG/uXUHmlmql55NGHG4eXbXER5/9cCUOg5jyE1L5I93fpL801TMEM5dScxchP3HwNeBr4ui+NNFnmNWDbvb6+NLd9/Pv/cdje0rzc3gT9/7IikJ01uYHahp5tZ7HpxkO7apIp9ffenGaRNWvf4Ad/393/z15f2T9q/IS+X/feoaKnJTp/xOMBTm8d3V/PrpvbGk09j1ZSbynzsu5pLymRMWm/tGeeDV4zy+r2FKBFulkPGuldl8cHMxm4rmruw5HQKhMIdbh6jtGuVgywAneh20DDinEM9TwUWFNu65cSM28/JpBytb+7nt/tfoGBq3nypKjePnn7h0Xlr/QCjMX/99hN88s3fyqohSwWevWsfn3n0BWvXsN7/2vmHuefQ1nt1zfMpr5zpxr2zs5H3fHv/qv/DTz1FyBt7ria4hPnzXPxhySi5OZr2GR/7z/ZRmTq3BsBTwBYIMOjz0DDtpH7DT3j9KW7+dtv5R2vtH5125eAwalYLCtARKMhIpy0pic2kmOba400p6Bu0uPv2zRzjWPL5q8pHL1/KDT129LJOJYYeLK279GcPRScJNV1/Md2++bsnPcx4LQzAUoqapgwPVJzhY08ih6kaG7POz9xuDyaBjY0Uhm1aVsGllCXkZyaf1s9w1MMLXfvO/7D0+Hm1XKRXc+bGruenqi06bzlsURVp6h9hf28b+ujberm2je9BOWoKZrkH7oo6pkMvITraSn5YYbQkUpCWSkxL/jqgsHAqHeetIPY+/doBXD1RP6ziTFGfifZeu5b0Xr6Yke3nMNWbDuUrY7wa+CnxVFMV7pnn9v4EvAJ8XRfEPizzHodKy8jXVx6tm/JlwOMLP/vIEf3riX7F9tngL933ni1QUTL+MMjjq5I5fPczuo+PWfXFGHT/5/AdmtH7ac7yZb9z/HG194zNmmSDw0SvW85UPbJ02qcUXCPLXVyv5w/P7sZ9UdnxDUTr/ueNi1uRPJfyx63R4efDNGh58s3paz/L0eAMf2FTEjgsLSYk7NZu2UDhC+5CLxj4HJ3odNPU5aIy2uaLxcpmASiFDKZcSUD96UQGfuqTwtOh4HR4/dz60k5eOtEy6ns9vX8UXr1qNag4ZEkirInc9tpMndk/2RU+1GvnGh7bw7nWFc940atp6+e2Tb/LS/topr53LxP2Wn/+dfx+qB+Bd64r541c+dFrP39w7zId++igDdon4GbUqHvra+1mRc+b+1g6PXyLxAxKBb+0bpb5rkPrOwTmLH40hK8nCpSty2Loil43F6acl8crt8/Mfv3w05ogF0v/017fesCxRu6ffPMSXfvUIIK12PvGTW1ld9M5e+n6nwenxUlnXzMHqRg5Wn+BIfcuSl5W3xVvYtLKYzaslAp+cELekx58OkUiEP/9zJz976AUCEwwHNlXkc/dtHyL1NFzDdOgcGKVrcJTatj4CIckPfKwFJozHtuUyGTkp8eSnJZCflkiWzTqntPZsRHvvEI/8ay9PvH6QwdGpE8CxooE7tq7nolWFU4pWnk6cq4T9tCSdas3xaw4ePEhpfvasP/uPl3by7d89HNO1a9Qqfnr7x3nPlgumJVvhcITfPvYKv3n0FVqiafYAACAASURBVCb+Ld9/2Xru/Pg101o9+gNB7n12N79/duckbXuCWc9/feQKrt5YNu2DzeHx8ccXD/LAvw5NeWBfsTqPT1+5jhXZthmjud5AiKf3N/Lo7noqW/unvC4TBLaUpXP9xgJWZSeRZjUs2aw0EhHptXtw+0MxUq5SSJVRVXIZSoXsjNtNiaLIQ2/V8uMn9k2qAFuSbuXnH7+U0ozZq52O4UhTN9976LUpuuR1BWl880NbWJU7d8XTuYj7HTsupeg0Lu8tN2raern6v+6NbT/1w5tZtYQFpmZDW/8oH/rpP+gdkVax9BolD351B6vzZp4En0mEIxFa+0apbe+ntmOA2o4BatoHpqzCnQyNSsGmkky2rsjhfZtKZ7UjPVUEQiH+895neGb3eJBkXVEm93/1w5gNS7taJooin/zh/bx5pA6Aosxknrn7DtTvkCX9dzIO1zbxm0eeY9eRmjmrXZoNOlaX5GHSa/H5A/gCQby+AL5AYHzbH8DnC+D1B+Z0B8lNT2bTymIuXFnM6uLcZSXwDe29fOlXD1PTMr5yZNRp+K+PX8M1F606I+4x5zoikQhDDjf9w3ZaegZ54rUDvHmknuk468qCTHZctp5rNq86a2xez1XCngc0MrutowxIPBVbR5Uhbk3Wxqu4euuF3Pz+qykrmNlScU9lLZ//8b04JiQwZKUkcu3WjVx32UayU6cuke85doKv/ubv9AyNL1HJZAIbSvN418ZyrtxQQUqCZdLvtPQM8d2/vDApEgWSlGJjaTZbVuZzUUUu+WmJk4hz/6iL3z63j/99s2qKxZpcJlCYlsDK3GRW5CSzMieZwrSEKUV+6rqGeXR3PU/tP8HoDJVCFTKBwlQr2UkmshPNZCeZyEo0kZNkJsGkPWdt1Fr77Xztb29ysGmccBs1Sv713feTbNHP6xiRiMhju45z9+M7YxILkKwkn/7OjfOWWcxE3NVKBS/c9Tlyz0BF0uXCF3/9GM/vk1Yn5DKBC4qz2La2iG1ri8hcpuqaoihy7Q8epmrC5Co/1cp7N5SwKi+ZlTkpmHRn3i1hPhh2emLk/eCJLnZVt81o/bYiJ5lnvnPjsl5PJBLhJ4+8wv3P743te/eGUn53xweW/Fyd/cNc/Nkfxbbv+NC7uP2DVy75ec5jHC/sPMitP71vWgIFkG6LZ11pAevK8llXlk9+Rsq8ZSSiKNLU0cueo7XsPlLLvqp6nO7ZJWIpCXGsLs5ldUkeq4tzKcvPRK1cuklbIBji1//4F/c+9dqUyUmGzUpZTholOWmURQv8JMebz9ln5KlAFEVGnG76R5z0DdsZGHHQN+ygf8RB/7CD3mE7/dHt6SxkxzAmeblh67rTmlcwX5yThB1OT+EklSFuTdr6d8X2bVpTzo3vvYLLL1w7beZ3c2cvn/7eb2nrnhqJXl2cy7VbN3LNJeuwmscTIe0uD9+570me3Xlk2utYWZDJ9o0VXLmxgpzURED68L7wdg0//NtL9M1QwjfOoGVdcSbri7JYV5xJeXYKSoWctv5RfvnUbp7ZVzfr+9eoFJRnJbEiJ5kV2cmUZyeRlRSHQi7DHwzxr8o2/rG7jt313bMeZyL0aiVZiSaykkzkJJpJizeQFm8g3Wok1WpYlG/62QJRFHl0Tz3feHjXJM/05795PaXp84uyj8Hh8fGrp/fy51cOx/bd/ekr2XFR+YKOMx1x/9HN1yy5C8eZRGPXAFd+7fdTfOoBijKSuHxtEVesLWJFbuqS6UfDkQjrb//DFJvOichPtbIqN4VVuSmszkuZdgJ8NsIfDHGgoYtXjjTy4GuTLVhNOjWHf/v5ZV/VCoRCvOurv4tJAMtzUnjux1MWUk8ZoiiSe/1XY9tnU5GbcxENbV1c/6Wf4PFJwR5BECjJSZfIeWkBa8vyZsz/WgxC4TDVje3sqqxhT2Udh2oaJ0lUpoNKoaAsP5NVxbmsiRL51MRTv6aDtS185dd/p71vCEEQZpywWE16SnJSKc1Ooyw3jcLMZNIS487ZaLzH52dw1MWQ3cXAqJNBu5PBUReDo84YKe8bcTA44ph3ldOTIQgCW1YXceP2TVy6pnjZJC+iKOJ0exl1uqPNFRvbnR68/gBevx+vL4DH78fnD+DxSStFXr8fjy/Agaf+B/dw3zlJ2POAPUAS8AxQC2wAtiLZPW4SRXH6mvPzO/6huKSUNZayS6a8Fmcycu22zdxw5ZYpUfcRh4uf//UpnnvzAC7P1Nm9Qi5ny7pyrtu6gcs3rEQTTdZ4Yc9R/vzcWxyqb5vxy5ydksCmigI2rSjgwoo8VEolf3xuNy++XTPJTWY6aNVKVuens64ok/XFmWi1Gh596ziHm7pp6hmel92iSiGnIDWeovSEaEvEpNfw+vFO3m7sobFnFIfHT2iOZc6ZEG/QkGo1kGaViHya1Uia1UBKnJ5kix6rUXPGJTAnw+0LUt0xyJ/+XcW/j427BskEgTuuWcOt716z6GNf/vUHaI46yfzp9uvmVfxqOtz191e499ndAHzxfZfwlQ9ctuhrOhvxwtvV3PfcHo42dc34M0kWA1tXF3LZ6gI2V+Sesl/wvroOfv/Pt6ls7p2Xc4tWpaAiJ5nVUQK/KjcF2ynmfiwXGruH+NJ9L3C8bTzwYNSquOeWq7hidf6ynlsURb7+p+f4x+vSZFUQ4L6vfJhta4vm+M2F4+V9VXzurr8AIJfJePbnd1Cak7bk5zkPcLg9vO+OH9PSJa1KZSQn8MD3byMvY26p31LB5w9wqLaJ3UdqOVLXxLGGVrzz0Mzb4i2sLMxmZVEuKwuzqSjMxqhbOIF2eX384YnXeLu6iaMn2meNBJ8Mg1ZNakIcqYkWUhIssXFqQhypCRaS482n3T5yIkRRxBcIMur0MOryYHd5YuNRlwe708Ooy8uwQyLjg6MuBu1OPL6lzVkAsBh02KwmkqwmKvIy+OC2DWQmLyxoNgaPz8/giIOBESmqPzBiZ3DEweCoNB62R0m5w4Xd5VlQwabp0LX7KQKOoXOPsAMIgpAB/ADYDsQjSWGeBr4viuL0Nebnf+xDa9asWfPnRx7l/kef58U39037zyjJy+KGK7dw7baLiLeMO734/AFe23+Mp1/fxxsHjk/ybR+DQadl++Y1bNuwkk2rSjDoNPQPO3hl/3Fe2lfFvuPTVwiMnTs7lU0rCthUkU+azcqh+k7ePNrIgbo2RuZwi5DLBMqyU1iRm0p+ehIqpYoht4/q9n6ONffSPTz/7Pw4g4ai9EQK0+JJS7Cg1aiIiAKDTh+t/XbaBhy09ttx+hZeZe3ka0406Ugy67BZdNjMY2M9NrOORLMOq0FDnF69LIlyvkCI2s4hjrUPUtU2QFXbII29o1Oiu9lJJu75xKWsyT01vfh7v/9QTHbx5Lc+wuq8xT3cHnn1IN+8/58A7Niyirs/d246YvSPOPn34XpePVTPruPNk3I9JkKlkLOhNJvLogT+VKQzkYhIS98wR5p6qGzupbKph7rOgSkFrqZDqtXIqrxxAl+elXRGbdEiEZG/vnqEux7bOak678biDO7+9HbSE2YuELZUeOCFvfzwwZdj23d+eBufe+9FS34efzDEu279Ge19Ukzn4+/ezPdvOV9EaTkQiUT4/I/+wL/2SoWrtGoVT/7yGxRln9nJUSgcpr61iyN1zRypbeJwXfO0q+MnQxAE8jOSYwR+VXEuhVmpKBdQqdcfDNHY0Rur0Fnd0rWo4j4ToVWr0GvVGLRqDFoNeq0avVaNUadGr9HEXpsucXS6u1U4EolGg6X8gLGxzx/EExtLvd3lnXP14lRh1GlIijNJzSr1trE+3kyy1UxSnAnNHO5qIBHxvqFR+odH6R2U+r6haBseZWDEweCIHfdp9rM/pwn7cuJkW8fO3n4ee/ENnnj5Lbr7p0azFXI5l21cw47tW9iyYdWkL++w3cnzOw/yzOtvc7i2acrvAigVctaXF3LpunK2rq8gNz0Zu8vLqwdreHnfMXZWNuALzEx4FXIZKwsyubAinw1leZj0eo639XCgrp0DdW3zsnJSKeQUZSRRnptKdnI8coWCYZef6vZ+6joG50xQOxlWg5bcFCv5qVbykq0kxRlRKhW4/WHaBx10DbnoGnbRNeykd8S96Mj8dNCpFVj0Enm36DVYDRosejVxeqnXqBTIBCmyJghSRFwuE5AJAsKE8aDTy7EoOW/oHp7zGj9+aSl3XncBunncNObCpi//kZ5oUuNbP7t5Tn/2mfBG5Qk+edfDAGwuz+Ghb37ilK/tbIfb52dXVTP/PlTPa4cbGHZOXxwDIC81gcvWSOR9bWHmKTsheP1Bqtr6qIyR+O7Y/3E2KOQyitMTKM1MivqkJ1Gcnnha9PDt/aN846+vsLtmvBKpSiHnazsu4lNXrD0trktvVJ7g0z97JDYBvv7ilfz8P65bFk3vvU++xl0PPg+A2aDl9d99nTjT/HJNzmNh+MOjL3L3X56Mbf/6zlt4z5YLzuAVzYwhu5PKuuYYiT/a0BqT8MwGjVpFWW4GpXmZlOZmUJKbQWFWamwFfT6IRCJ09o9Q09JFdUsXNc1dtPYO0jNon9dKwDsRSoWcBLOBBItRatFxvNmAzWoiMc6EzWomKc6Ibh6rosFQSJLSDI3QN2SfRMh7h0bpjxLyuXIbFgu9Vo3FaMBi1GM26omL9maDDp1WjU6tRqtRoVWr0apV42ONCq1axXVXb6fq2NHzhH2hmMmHPRKJsOdINU+8/CYvvfU2/mlIdHycmfdsvZDNaypYv6IEk2E8A7m1u59nXt/H06+/PetsPiM5gS1ry1lfXsCa4jzi40xUNrSx51gje6pOzLmkJpMJFGelsLowi9KcNBIsJkY9fqqauzlQ305DZ/+8ZDAKuYzC9CTKspNJSbAgk8vxByMMOr009QzT0DU0yUd8PtCoFOQmx5FjiyMz0UKy1YDNYkCjUhISwekL0jPijhH63lE3/XYPw7Nohs8UZIJAfrKFFdmJ7LiwkA0Fp77EK4oi7QN2Lr3zf2L7qu+9bdGTgJrWHq7++h8BqWrqa7+49ZSvcTZEIhGG7C56huz0DtnpG5b6IbsLjVqJSqFApRxrctSTthWolQriTHpS4i3YrKZTdu4IRyIcOdHJ60caePVww6QKmyfDqFNzyYp81hSkU5xpozjThnUJiFzviJPKpl6ONHdT2dzLsZbeedssZiSaKc2QihzFm3QkmHQYdWqMWjVKuQylQo5CLptx7A+Gsbt9ODw+Rl0+7B4/drcPu8fHiNPL/oZOatoHJp2zJCORX37m3RSlL3+CciQS4dXDDXz590/i8kr3kjUF6TzyrU8si2tLbWs3H/jGf8eimd+9+TpuuvriJT/PecCuIzXc9O1fxRIuP3ndNr79mQ+e4auaP8LhCCfauzna0MLR+haONrRQ39o1p7sNSMGgvIxkinPSyUmzkZoYT1qSlTRbPElxZrTzlOWJosio00P34Ajdg6NSG5DGPdFx34hjXte0nFAp5FiMeiwGHWajDotBO2EcbUY9CRaJlCdajBh1mlkn5P5AcIIOPNq7PNhd0njE4ZoUGR8adc4oKV7ce1KQEGciMc5MolXqEyym2D6r2UCcyYDFaMBs0M1LliSKIv5AEK/Pj8fnxzema/f5+NgHb6ChrvY8YV8oBEE4lJWTt2b37j2kpUzvzuFweXj+jT088dKbHK45Me3PyGQCpfk5XLiqlA2rSllXXozJoEMURY7Wt/DKvkreOFhF7QzVtsZgi7dQUZBFWV4mZXmZZKfbaO8dYU9VI3urTkyyjpoNGTYrxVkpZKUkolSp8PhD9Aw7qWnrpXNgdF7HGEOSxUCWzUpSnAm1WkVQBKc3SN+om9a+EbwLqGg6ESqFnBSrMdYSzTqSLUYsRq2UMCIIhMIio54A/XYPfXY3/aMe+h0eRtxSRciljNZPRE6SmRXZiazITKAiK5HS9Hj0msWTClEU6Rx0cKy1l+OtfVS19nG8rX+Sd75OraT63tsWdNxwJMLbNa08s7uKF/fX4PRI5ESvUXH8z99Y9PVOvO7Gzj72VjXS2jM4iZjPlam/UFhNepKjS57J8RaSE8bGZlIT48hIsi5Iv9k1OMrrR07w+pEGdh9vmST/mA62OGOMvI+13NR4VAtYAj8ZwVCYhq5BKpt7OdLUw5Gm7li+wpmEIMBnr1rPHddtWlb/9XAkwoG6Nl58u5aXD9ROSp5PjTfx9P/7DImWpdP4O9xe/rm7ksde3U9lw/gqQn66jRd++ZV3pL/0OwHbPvNtmjt7AVhfVsBDP/nygqQjZyM8Pj/HG9s41tBKZV0zRxta6epfeLqcQashPs5EgkWKJI8RQWnbTEKckTiTEYNOg1GnRaVUzEhuI5EIXn8Qt9eP0+vD7fVLY0907PPj8vhwef2Ep5HnAlOOLQgCumjkV6tWRcfKCePxZjZo0aiUsWNI1xPAEz232+vD7fXh8vhwur04PV4cLs+k3ukeax4c0eTN6QKiSwGVQkFSvBmb1UJSvAVbvAWb1YItwUJSnBlbvIXEODNG/WRnO1EUcXt9jDqcjDrc2F0u6frdHql3uWNjx4Sxy+PF4/Pj9frw+gMzTiq6DvyLgGvkPGFfKARBOKTSm9akrbiIkoIctl28kSsu3khpQe60bhNN7V08/tKbPPXKTvqHZn7wymQC5QW5bFxVysZVpayrKMag09I7OMKbh47zxoHj7D5Sg8s7dzTZajJQlp9JaV4m2ak2vMEIJzr6OFTfRkN777xnmoIgkJpgISM5HqNBj4gMpzdA56B90VXRjDoNNqsJk16HUqUkGBZx+YL02d3YZ7CEXCh0aiVJZj2JFj2JZqlZjVoseg1atQqlXI4gkxEBQtHzj7h9jLj8BEJhRFEkIoqEIyJitI+IIhFRuuFERClZsCwjnhVZiZRlJmDSLs6HOhIRsXt8DDk8NHQNSeS8rY/jrX2xkvYzYUtFNn/58g1znkMURapbe3hmdxXP7Tk+rYPQ6oJ0nvzBzYt6Dx19Q+ypamTPsRPsqWqctgjFmYBcJiPDZiUnNXFCSyA3NQmb1TSrO4zXH2BvdSuvH2ngtcoTdM/z866Uy8hLS5xE4ksybSRaFl+HwO72Ud3WT01HP7XtA9R0DNDYPTTt5EcuE+alk58vlHIZF5Zk8sX3bGB94fJ42QdDYfbWtPDS/lr+daCOIcdUx12dWslj3/sUpdmnvlIViUR4u7qZR1/dz0t7j02RFMplMv7ynVu4aGXhKZ/rPKbH5k/cSc+AlE729K++yYrC7DN7QcuEgWE7x5vaqW3uoLa5g5rmDlq7+5c02qtUyNFrNRh0Ggw6LQadBr1WIvN6rUZaUVPIUSkUKBRyFHJ5dJVNjlKpiG0LgvQ8Gnv+iaJIZOzZF83Ti0REQuEwgWAIfzAo9YEg/kAwtm9sHAgE8fj9MXLu8frnJSNaDgiCQIJF0rTb4uNIskrke5yQx2GzmokzGQgEg4zYXYw4nIw6Jvd2h4sRhwu70yW5vTikZne6CC7SrWY+OE/YF4mJhH0iLCYj61aUcsGqctavKqesMA/FhOhMKBxm75Fqdh08xt7KGmoaW2ZdqhIEgbzMVMoKcigryKG8IJuC7AzqW7t4u6qBw7VNVNY3zzv5waDVUJSTTmZyIhqtFl8wgt3tpaN/hOau/gVHPjVqFbZ4C3qdDplcTiAcweH2M2B3n1JGtFGvxajXodGokcvkhEURbyCM3eOf5AMtCMxLujMf6DVKLHotVqMWo1aNTq1Er1GiU6vQaZTo1Up0GtWkXq1UIIoiIkzqYey6REQRwhGRUZeXIaeXIaeHYaeHIYc0HnJ4GHF5F0SwLHoNFdk2LirL4satK2ctWNPeN8wzu6t4ZnfVjG5BmUlxXHtRBZ+6aiMWw/yKRAyMOCSCXnWCvVWNdPTNP4/bYtDFIuE2q5mUBDMWo55IOII/FCIQDEs3/FBIuukHpYdDICQ9GAZHXZLmcMR5Sp8zrVpFdkoCOamJFGbaKMxMoTAzmezkBOQn2SyKokh9Rz97a1qoa++jrq2P+o7+OSPwE2E16qZE4wvSExedTOoPhmjqGaa2fYCeESdDDg9DTg+BYJghp5dQOEIwFJb6cDi2HQxHYvtUCjlmnQaTXoNFr8GsV8e2zTo1mYkWNpdlYtQuvVbeHwyxq6qJl/bX8srBuilVl8cQZ9By9cYyPvnujadcJ6Cle4Bn3jrMk28cnPYzq1TI2ba+jE+/9xLWFs9cW+M8Th0f/cYv2FMp2cre950vsG3jqjN8RacPbq+P+tYu6lo66ewbontgiO6BYbr7h6M2hcubpHkuQKmQYzbqsRgkLbjFqMdi1GEyjO+LM+rRa1WolEpkiLg8XkadLuwOV8xaMTaeQMy9Z2hSAaBSKtFqVOg0ajRqtdRr1Lz26P0M93WfJ+wLhSAIh+KTktckFF8wa/azXqdlTXkJF6wqY/2qclaWFKKekGjicLk5cKyOfUdr2HekmpqmmW0bJyIr1RYj8aV5mWh1Ojr7hzje2E5NUwc1Te3zisKPQaVUkJmShC3Bik6rJRSRInp9Iw66B0cXpX+TyeRYLUZMeh0KpZJQRMTtDzLi9C7aM3UMcrmkhzPqtWjUKmQyORER/KEwbl+QUbfvlM9xtsCkU1ORbYu2ZCqybaQnmGaM1HYP2Xm7ppV9ta28XdMa86s+GfEmHVdvLOe6iypYlZ8+Z+RXFEVqW3t4fnclr+w/zomOvll/3mzQcmF5PisLMklJsGCLylSSreZ5ZerPB+FwhEG7k55BSXLTMzRKb1Qb3ztkp6N/mO6BhUtJ1CoF+ek2iqIEvigzmaKslCmFS8KRCK29wxKBn9AWIh+TCQLZKVaKMmwUpSdRlJlEUYaNTFvcWWdTeqqIRCLUd/Szv66Nt2vb2HWsaUbby0SLgSvXl3DVBSVcUJJ1Sv7IA6NO/rmrkmfeOszRE+3T/kxxdgofuHwD116yGqvp7LTUPNfwnd89zEPPvwHAf31qB5/ZcXYUpopEItFKqdGKqf4A/kAwNh57zR8IIgigUalQq5SoVSo06rGxEo1KhWrC/vlK80RRxOHyMDgatQgcHrcKHBx1RK0EHdhdbtweH06Pd1kju8sBrVqFTis51Oi0avRR5xqTXhcN2GnRa9SolMpY1XJBkCpehiMRIpEwPp8fp9uLw+WOSk/cMbnJWL9cspmZoFGriDMZMBsNmI16TAY9JoMOo16P0aDDpNdN2CeN1SolMkFy4xHDYfzBIB6vD6/Ph8frj/Y+vvmV22hvbT5P2BeKsaTTN97ayc63D/HKW/vYtf8IQ6OzL5mrVEpWlRaxuryYiuICKorzSU+xxUiA3eli/7E69lVWs6+yhvqW9nmT5YQ4M/lZaeRlppGXkYrRaMAXCNE1MEx1UzvVje0MOxbm5AJgNuixJVgxGvUoFJJ8xeHx0zfswLHobGoBlUqJxWRAp9WgkCsIiSIef5DhaGTwVCGXy7CaDVgMOnQaNWqVErlcjogkF/AHw7j9QRwePyOupTnnqcCoVWE16kiLN1GRbaM828aKbBsZibNXt+sesrOvRiLn+2paae+fmaDq1EquWFfMdRetYHN57ry0uSc6evnnrkr+ubuS5q6BGX9Op1GxviSXTSvy2VRRQEl26pQo9ZmA1x+gtWeQlu6BWGvuGqC5ux/7HPamJ8Ok11KUlUJZThpluamU5qRHbU8nP4gdHh917X3URwl8fUc/de19uBeQgK1RKShIS6Qo00ZhlMgXpieRZDEsWZGn5UYwFKa6tYf9dW3sr23jYH37jFF0kPTp2y8oZfsFJawpzDilCYvb6+eV/cd5+s3D7DraMO1KjNmg5dpL1vD+yy6gLDftfBXJ04y/PPMqP/jj/wLwgXddxE/vOP0OVR6vj5qmNqrqm6iqb+b4iRaa2ruXVK4yBqVCjk6rQadRS/2EsX7CtlajRqtWo1FLRD+2HXUNGduvUatQKuQoFQpEwB+QViR90aRFl9eHy+PF7fUTDIWk1bZQWJKzhEKxcTAUjr0G0sq1IAjIZDJkgoBMJiAgIETd0cZ+RiaTiLQsun/MRU2YYAQpiiKIIhExQiQUIRQOEQyFpIJAPn8sudLr8+PxSpMPl8eLy+057WR7IhRyORaTgTiTcbw3G8bHRomUW0x6tGoVMpmAGBHx+fzYnU7sTpekU49p16PjCb3DKe0PzPN9dh3bRcDtOE/YF4rpXGJEUaS5rZP9lceldrSanr6ZCc4YLCYj5UX5lBXlUVaYR1lRHllpUsllj9dHXXM7x0+0UH2iheoTrTS0dEzr2z4TDHot+Zlp5GakYkuMR6VSEQhFGHG6ae3up6mjl4GRxWnRlQoFCfFxmPQGVGoVERG8gRAjTg/D02hQ5w8BhUKBxWRAr9OgVCoRRfAFwzi8/liS5FJApZSTaDZgNUkRe7VSgU4j+dHK5fIYORKBSFTeEgpH8AfDBEJh6eaGELvJgXQzk96FELOFNOs1xBt1WE1aqTfqSDBpsRp1WI3aSUl8/mCIUacklRlxehhxeRh1ehlxeaRtp5dBu4vmnqE5o7kalYJNZTlcu3kF29YWoZtFPjPscFHb2k1tSw+1rd0ca+ygsXP6SLpKIWd1UXbM639Ffsaii3MEQyGG7S68Y9GsYBC/PxiNcAXxB4P4otv+QBCVUhGNyGiiuk31+FirQa/TzCsiO+Jw09I9QGNnHw0dfTS091Df1kv/iGPe165SyCnMTKEsN43yvHTKc9MpzkqZsooQiUToGrRTe1I0vrV3aEGyLo1KQWZSHJk2K1m2OLJs1tg4LcFyRhIkI5EIA6MuuofsdPSPUt3aQ1VzN0ebuiZJ2KZDZlIc2y8o4aoNpazMWzxpFkWR+vZe9lY1su94IzsrG6a1u1Mq5Fy6pphrL1nLtvWly+I0cx7zw1uHjnPTt38NwLqyfB69+87Tct7uTeRc/gAAIABJREFU/kGefPktXnhzHw2tHWfcQWU5IJMJKBUKlEoFSrli/PkkCAhIYyE6lsnG9guIYoRwRCQclsh8OBIhHB5r4VMu/nO6oVTIsYwRbJMes0Ei2WZj1L1lzMXFqEevUSPIABH8fr+kTbc7okmkTkbsTkbtjqiOXdrncLqW3WN+DOcJ+yIxk63jyejq6Z9A4I/T0j5ztcWJMOi0lBTkUlaYR35OJvnZGeRnZ2C1mPEHgjS0dlDd0BIj8nXN7QuejQqCQGpSPNnpKaQmJaDT65AJcryBIAOjTtq6+2nvHVj0h1FEkgQlWCzodFrkCgWhsIjbF2DE6TmlIhDRN4BBp8Wo16PRqKJad/AFQzi9gVM//tynR6+RkldVSkU00iFHFW2xbaUCpVxGaIJuOBSOEIppicPjuuJQGLcvsKBI7MnQqBSsLcxkQ0kWG0uzWZGXNmkyEIlE6B4cpamrn+bOfpq6xtvANImoE6HTqNi2voyrN6/i4lWFaOfhIxwORxgcddA9METPwAjdA8P0DI7QMzBMz8AIPYPDDIw4ljyipVYpMRt0pCZaSUuKJzXJOj5OtJKaFI/ZoJuWII443DR09FLf1kNDey/17dLY6ZmfzEwuk5GfYWNFXjorCjJZkZ9BcVbKtBMarz/Aic4B6jv6o02KyA8ssK6BdF6B1AQzVqOe7GRr1DpNG7VN0xJn0GI2aIkz6ogzaDFo1eMTUlEkHInEPqfh6Gc1HI4QikTw+AJ0D9rpGrLTPWine0LfO+QgOM8VqniTngtKsrigOIsNJVkUZ9oWTdL7hu3sqmxg59EGdh87MWui87qSHN63ZS3v3rQSi3F+eRrnsbzo6B1gy6ckV6okq5l9D/182c7lDwT4166DPP7SG+w6VDXn/SYWxVapUEfHaqVy0n6VSgmIsYRLf2BcOhPbFwzij0aT32lk90xDJhMw6HSxJFqDTotBr0Ov1cTkJkbDuMREr9VK8hlBBgJEwmECgYAkkXG6sTulxFBHtE3ctjvPnG5dLpeh02rRaTRotepor5my/Zff3k13Z/t5wr5QCIJwyBKfsOZr3/weqypKWV1RRoptenvHiRgYGubA0Rqq6k5EWyNO1/wj0fEWM/k5meRlZ1CQnRHtM4mPs9DVN0BjexdNbd1S395FY1sXTvfMRWFmgkwmkJIYT3pyIvFxZrRaLTK5gkAogtvrY2DEQWffEEP2xTuBiIBWoyHOZESn06FQKAiLUmGZUZd3aQi3ICCXKzAZdGg1ahQKRcz20ReUyPHJSYMyQZhSnfRsxhhB31iaHSXoqYRCYfpHnPQNS9ru1u7BGClv7hpYUKENtUrB1rWlXLN5FZetK5mWpIuiyJDdSXNHL02dvTR3RvuOXroHhhe0InQ6odeqJfKeGE9uRjIFmSkUZKZSkJk6qT4CSO+xd8geqzxY0ywVMOnsn1+yrUohpzg7lRX5GbGWn26bUTY07HDT0NlPXfs4iW/uHpxVUrJQyGUCCrk8RtSXA2kJZi4oyWJ9URYXlGSRmxK/aILu9vp5u7qJXUcb2HW0Yc48ivx0G9dtWcO1l6whPWnxFWvPY3nQPTDMRZ+QourJ8Rb2PHj3spzncHUDX/jeL+mbxqFNJhPIz0yjoiiX8oJcKopyKcnLmrcP+nwhiiKBYAhv1MbQE22xcVQS4vL6JILvl2QiY5p5b9SP2+f3R7cD+P2BqJxFkpmEQlJyfjAUWhZJzxgEQUAhl6GOavdVSgWq2FgZ26dWSbp97ZgESKMel/xMWMWWx+Q3sT8WkUiEYCiI1+vH7fVKfyuPB7fHh8frxeny4PJIchOX24vT7cazgLy9pYRKpYxq1qPNZMRsNEQnFNKkQtKw6zHqdVP2aTXqGe+JgWAQj8eL2+Plyiu2UV19/DxhXygEQTik0urXpBWvju2zJSZQXJBHYV4OBXk5FObnkp+ThU6rnfE4oijS1tVDTUMTx+ubqGloorq+aU4t/MkwGvRkpSWTnpJMZloy6Sk2MlOTSUuxoVKp6ejpozFK4Fs7e2jt6qWrb3DRX2pBEEhOiMOWGI/ZaESj0YBMRiAYwunxM2R30jM4jG+O5fDZIAIIMox6HQa9HrVKhSCTEwpHcPuD2F3epYtYCAIgQyaXoddqUKuUKBQK5HIZgiCLyWFC4QiBUBhfILQgd5CFQi4TsBh0xBm1mPVSJFQ/5nMbLSikkAuIkQhiJMzgqIv+YTt9ww76RxzzjgSfDLVKQVFmCsXZKZRkp1KSnUp5bjr6qENIIBiivWeAlq4+mjp7aOrolcYdPdhdC58YjkEQBKxmg5QNH03SkpK2ohGtaBLXWAsEQzHvXrfHN+7lG/USdnt9p/zASo63kJ+ZSkFWKoWZqeRnplCQlYpJP5nIjzo91LR0cby5k+rmLqqaOmnpnlsKB1LiVVluGivzM6jIz6AiL4PslPhZNep2l5e2vmHa+0ekvm+87xl2RI+rxHsK373FwGrUkZpgJiXeREFaIhW5qVTkppKWYFn0Mf2BIEcbOySSXtnAkYa2WZPrLAYdF1bkS608n7z0pPO69LMYzZ29bPvMtwHITk3itft/tOTneO61PXztrj8QCE50FxPYvKacHdsv5fJNa9FrNUt+3tMJMUpwpWRMaaU2EJIsFf3+IP6An1AkQnhMwx6JEA6FCIbDRKKrvKFQiFAkQiQcnmDjKL0eiUQIRcJEwiLhiHSMYMzOMSCdJ7q6EAhGx/5AdBzEH518eGOFgKRJx9nGFRVyORazkTizCbPJGNWtR7eNBuLMpkmvW0wGLCYjGvXkyV0oFMLl9uB0uST9usuFyxXdnrDf5XZLvcuNxyuRco/Hi8cbbR4vwQluQV11Rwh43ecJ+0IxHWGf4efISEuhIDcnRuSL8nPJycxAM8MMXhRF+gaHqK5voq6plcaWdpraOmhs7cTnX3jUWRAEkhPjJRKflkxqchKpSYnEW82ADK8/QN/QKG3dfbR29dLa2UN3/9Apf5mUSiVJVgtmsxGtRotMLiccEfEFQjg8XgZHHFO8jxcC6eok7Z1apUav16JRqZHJJceYQCiMyxs4pXPMD8KkTtLfy1GrFKgUCpQKyeNWkE3QDo5fPZLSfUz3LskSPL6AVN1smW5qVpOe3LQk8tKSyEtPIj/dRl5aEmmJcQgC9A6N0tLVR3OnRMhbuvpo7eqjo29wUXpPq8lASqKVlMQ4UhIm96mJVpKslkXr36eDKIp4/QGGRh30DIzQ1R+1TBsYlsb9Ur+Ykt6piVYqCrIpL8hkRUE25flZxJ3kKuL0+KLkvYNjjR0cO9FBe9/8iqcYdRoq8tJjBH5FfjrpSdZ5EU9fIEhH/wh9I076RpzYXV5GXF5GXV5GXZ5oL+VF2N3eWOXQMchlAnK5DKVcHu2lpDKFXIZKqSDFaiI1wSy1eDNpCZbo2DQvedRcsLs8HKxt5WBtMwdrWzjW2DGr25NKIWddSQ6bVxZy0cpCynLSzopE5/OYH2qa2rnm1h8CUJyTzgu/++6SHVsURf77oSf55Z8fi+2LMxm56YbtXP+uLaTZlr9KL0j5Od29A/QNDuFye3BHo6VjiZXStgeX24vL48Hj9REIBglFLW1DIYlMB8dIdTSiHgqFY5ryyHmpDSA9W/U6rRTB1ukw6LUYJ0a+o1Fvk+nkfQZMJgMGnZZQKIzLPZlMj5Fu50kk3OGMjp2u2H6H04XHu1gzjtlxnrAvEoIgHCooLFxzyxe/TGVVDUeraxf8T0pOSiQzPZWsjHSpT08jKyOdrIw0TMaptmKRSITuvgFOtLTT1NrBidZ2Gls6aGzrWJCsZjrotBqSExNIToonJSmBRGscKrUGQSYQCEXweP2MOJx09Q3S1TdI39DI0hBJQcBiNmEyGCTPdbmCsCjiCwRxevzYXe5TTggai9SDgEKuQK/ToFarUCiUIAhEIhK59/iDp4Hcnx4oFXKS4kzYrCaS4kxk2OLJS5cIelZyApFImJ4ogZ3Y2nsGaO3ux7cIIqvXqslNTyY3PZm89GRyM1LIS08mKyURzSLI3NgS8lhpZq9/fHlYLpdNckvQaTXRTP35kzWppLc79r6bOnpoaO/mRFs3LZ19C/JBzkhOoCI/i4qCbCoKsigvyJo2En+sSSLvxxrbqWrqpHdofitpcUYdFfkZlOemU5iZTEGGjbx02ylXGw2EQkQiInKZDLlMOO3uM10DIxyokcj5wdoW6tt75/yd4uz/z957h7dx3VnDB5XoHWABe69iEylRvdqSbbnGNU5z4rRdx8nrePfN7maT3XzZZN+UzabHseMUO457k21JVu8SxSKxiL0TvQMEQLT5/pgBSIpiA4soZc7zzHPvXAwHQxLlzL3nd04yNlEEvbY4e0luFGjcGDS09+DBb/43AKCyMBtv/vRbS3Le8UAQ//KT5/D2x6diY7kZWjz//X9CekrikjzHZNgcTgyN6jE0asCwzoBhvRHDo2SrM5ppQj0DuFwO+AmkPIZHyWSEAsGEYw6fD6GAavk8CAUCCASktlssEkAkFICfwAODQYAB8jN9fJyUFvl8flJK4yWlM2Nj5I3R2Fh03zt1n5LX+G+g//r1wGKxIBTwIRQI0HL+GNwOOjhpwbi26DQcDqNvcAjdvQPo6u1HV28funsHMDA8MmPU72xQqxTIycxAVkY6MiaT+jTtNIkNQRAwW+0Y1hswrDOSHxg6I0b0BgyNGmAwW5fkA4PLYSNZo4Y2WYNkjQpisRhcLhdgMBEMh+EZ88Nko4oJTda4tPPXBwPcBC7kUgmEAgE4XC4ABgKhMBkD7PEuWZX25Fn7qFONgJeAhIQEcDlssFgsMJgsEADCYYJcWowVjkYQDIWW3P+dx+VAyEuAgE8GKQipQAVBAhdSMR8SAQ+CBFIuQ86Ikq/HiThnLyx2N8x2J0x2J2xOd9w3QQwGAylqBbK0ichJS0KWNgk5aSRBT1TKZpwFJggCDpcHZpsDJpsDFpsj1jdTm83pjkUzR5dPFyp5mqKV5PMgEwuRnpKITG0yMrSJyNQmIT0lESLBzDI1gAw4G9Kb0TVIEvjuIXKbL5FnMhmoLMjG7rpK3L6xEhnJ169vMdqcuNIzjJaekdhs/HzdlXhcDqqLMrGxLA91ZXkozdEuyqt8JeDx+XGxrW/eGnQAyEpRo6YoC3Vludi4Jg9quWQFrpTGSuDNw2fx7E9fBADUlRfi5R88s+hz6kwWPP29n6OhrSs2trG6DL/6ztchEQkXfX6A1BUfP3sJ+w+fREPr1Xm5wS03GAwGabFIrYpN9EmnMza1akZuZMLpxDj1GJMJdnRVmM0Cl8MhU1GpMU60zyH3E7gcSrse9ZuPyhkn9skQoKhVJQ9cLoeU8ITDGA8EJuQfPj+8Xh88Y2PTSLVnzEutRlAEm5r9drk98PlvjG59NjAYDIiimnWREGKRCCKRgGwnj1N9kUhI3qgI+ODz+RDy+RAIyI3L4cS+V6urq9HY2EgT9oVivi4x44EA+gaG0NXbj+7e/lg7ojfEReQBksynp2qRkaqNzdBnpKZAm5wEpUI+bZYsEAxCZzSTJF5ngM5ohsFsgd5kgcFkhd5kXpLqaAaDAZVChmSNGsmJKqgU8ikEezwYgtvrg9nqgNFig9Fqh9WxdO4gAgEfUokYIoEAXC4XTBYbEYLAeCAEj98Pp9sblwRioZj4bcg3GZPJAI+bMPFhyWSS/rUsBpgMaozBID9cGSwApB4xEiE9a8PhSMwzN+qVGwyHl1X/J5eIkKVNnLZlpmimzZZ7fX4YLDYYLXYYLTbozTYYLTZqzBYj6Ksp2EMllyJDm4RMbSIyUpKQmZqE0vxsZKTM7lgSDIXQM6THle4BtHQPorVnEB19I3OS+KLsVNy+oQp7NlYhLz1l1hubUbMdLb0jaOkZxpVekszPJ+9ALOChtiQbG8rysL40BwXpyTdcHhIMhXGlZwhnLnfj1OUuNHcNzlrcymIyUZKtRU1RFmqKs1FdmAmVTLyCV0zCPx6IBdVYHW6wWaxYmItYyIdYIICQP3OhGI3ZEQyF8POX38dvXv8oNnmwd1M1fvUvX17UeY+eb8Q3f/hrOCbljTxy5w78x9NPgMNe3GoUQRC43N6Jtz46iv2HT8Lhmr/hQpJaiZRENUnOhAJqxpQ/4XpCkbWoA0oClzuJKFMtiz1tjMVikeScxVyS12IoRBbF+v3+SXpzP/x+P/z+QKw/+TEfFfAz8XP+KefwUWTc5/PB6/evuhnsa8FkMiGi6uaiZJr8v5HEWywUQCwWQSyiikqjfaqN/o+XY7WSJuxxYr6EfSYEgyGM6g0YGhnFwPAohkZGMTSiw+DwCAaHR6cUyCwEHDYbSYlqJCdqyC1Jg+TERKTE+hrIpFNTMgmCgNszBr0pSuIt0JvJ1kSRLoPJsqAPqJnAYjGhVpDFqokqJdRKOYQisqAUDCbCEVJ7bHe6YbI5YLLaoTdZMbaE1d8CAR8SkQhCoYD8YOSwwaSeezwUgm88CK9vHG6vb8X8VVcacokIySp5zOowRU1aHWoTFchMSYRYyIfd6YbF7oTF5iDba7YoOV+6lZTpYDGZ4PPJ0BB+Ahc8XgJ4XC7C4TD8gUDMNcFLFTEtFkq5FNXF+aguzUdVST5K87Pn9OkOBEPoGhyNEfgrXQNo7xue8YYqS5sYI+9leRnzSpgdNFhxpWcIHQN6dA8b0TGon9OdJoHLRl5qEvLTk2JprfkZSUieZSVksfCPBzFgsOB8aw9OX+7ChdbeWd2euBw2Rc6zsLYoC5X5GRAssTvHtQiFw7jaN4KO/hEyOdI+kSBppvruedwgkZZzfIgFJIkXCXhQySTIy0hBQWYqCjO1SE9Wr/pVj5XGoN6Er//387jc1R8bk4oE+MN/fg2VhTlxnTMYCuEnL7yK5159PzbGYjLxz198DJ9/8M5Fvd5H9Sa8c/Ao3jpwdEZb5gQuF9kZWqSlJCE9JQmpVJuekgRtkmZKuvlSY3x8nAzocXvgcrtjumoXte+mNNhenzfmTOP1+mIE2ucjXVd8lHb+ZgOTyYSYmqEW8HkQUC2fR0ppBJScJHajJBRAJBBAGL1RmrQvFgkh4PNX9EY8FArB4xmDZ8yDMUojT64ikO3YGKmj93jH8POf/hgGvZ4m7AvFYgn7bAiHwxjRGdA7MIiBoREMjYxicHgUgyOjGNUZplQNx4OEBC7USiU0KiXUKrKN9dVKqJUKaFRKKOQysCZ92XjGvBg1mKZsOoOZbI1mmKy2JZv1FQr4UCvlUCvkUCvlkEol4HK4YLFIlxhfIAj3mI8kjlY7jBb7sn3YcDgcaqmKBx43ARwqMTXqHkMQQIQgyEr7cARBqkI/6sO7XDPLbBYLIgFvSpSzWEhq/QQJpGyGlzDJXYXNopIjyZoEsoAmGulMxjjbXR5YKdnMUr+PRUI+NAo51Aop1AoZVHIZNEoZ1ApyU8okU5L+eJQMab4IhyPwUfrFqEWa2UYWUw+OGjA4ShZVD+uN8/6fcDlslOVno7q0ANWlBagqyYdSNrckw+Z04+jFKzh4tgmnGttmvPFLUStw+8Yq3L6hEmuLcxc0KzNqtuN8Sw/OtvTgbEv3FD08g8GY8f8nFvBiJD4/PQkpKjkEUQeiBO6kjdznsFmxLzDXmA8jJjtGzTaMmu3kZrLH+lbn3N7xRZkp2Fieh03l+agpylp2gu71j6O5ow/1bd241NaDpo4+eFdolo/LYSMvPQUFmVrkZ2jJNjMFSUr5393sPEEQePPwWfzHb1/B2KSbuLryQvz4mc8hWRWf7eao0YKnv/e/aGzvjo0lqRT4329/DTVlhXGd0z3mxYFjZ/D2gSM439hy3WNSEtW4b88O7Nm2EQU5mWAvYWAZQRBwutwwmi0wmswwmi0wma1ka7HE9q12BwKB5V81XmqQZJoHASUBEfB4FLHmT5BooXASseZDJKL2qbHojLZQsLIEOwqCIODz+eH2uElC7fFQbjAk+Y4WonqiBatuN9V6SEmP2wO3h5SBzhcjfV0I+H00YV8oGAxGg1Qur/r0E08iPVWLtNRUpKZqkZKUhESNBoI5NLLxIhQKQW80YXBEhyFqZn5geBTDozroDEY4l2AWPAomkwmFXAalXAalQg6VUhHrKxVyqKhNqZBDIZeBw+HAZLZBZzJDbzRTM/Zm6I0T7ULtKucCi8WESi6HQiaBVCIBn88Dl8sFg8lEmCBnP70+snjV5iSTym5ceAX5ocJms8BisyaWOFnkflRLyJz04RNLTCUIsk8wAAb5/iIIUnJFWmsFY/2Vfv9x2CwkqhRIVClIq0+VAklqZayfqJRDrZAtua9xvAiHI9CbLRgYjRJ5A7oHR9DU3gPXPIq3czO02L6uEjvqqlBdWjDnDKrH68fx+hYcPNuIY/UtM5JFjUKK2zdU4Y7N1VhbnLcgOQtBEBjQW3COIu89w8Z5FXDOBywmE3wqtTWebIQUlSxWJFpXlrvsEheLw4VLbT241NaNS+09aOsZWvB7ns1iQS2XQCWXQCmTkDUhY75JdSG+RcnrpCIB1uRnoro4F2uLc1FRmL3sNy43CgRB4Fh9C/735ffQ0j0YG+ewWXjm0/fhC/fvjls+cPxCE77xX7+E0z3xvt22rhI//r9fgUK68FoHq92JX7z4V7z2/sfXdWQTCfjYu2MT7tuzA7UVpYuWPYRCIQwMjaCzpw8d3b3o7OlDd28/9CbzDSHiTCYTAj4PCQkJ4PN4VDEoD7xYYSgvVhzKS0gAn5rJ5sfGr+2T9V9CgYAMAqKOX+nidoIgEKD08r5Jtom+yS2llfdGtfOUU8yYd2Ispq8fI4n4ShcT04Q9TjAYjAYuj1+Vmp1/3cclEjGSEhOpTUNtiUjVpiA9LQ3JSYlkiM8Sw+vzQW8wQWc0QW8wQW80QW80TuqbMOZdHsshHi8BSjlJ3qNEf3Jfo1JBoZCBzeZgzOeH0WyFwWyB0WwlNe1mKzVmxfgyfVglJCRAJhZBKBKAx+MjgcsFi80Gg8FEOELOjvsDQfgDAXh943CNeRG8RWUxc0EuEUMll0Ill0Ipl5LkhdpXyaVIoki6Qipe1AcwQRCxMJBoVHY0QpsZjc9mMMBgAEwGEwwqcnupZ1UikQh6BkfR0NaJhtYuNLR1YXB0dtIrEQmxpaYcOzdUYc/mWlLaNQv84wGcbmrHwbONOHz+8oze9UqZGLdvqMK929djbUluXL9PNK21a8gwJa11Pnr4eMFmMZGklKE4KyVG0jOTVcs+A9Y7rMdbR87h43PN6BnWz3l8ilqBysJsaDVKqChirpZLoaZaqWhuDWowFILH659C5EdNVnQOjKJzYARdgzoYrY55XT+LyURRdhqqi3NQUZCNLG0i0pPVMybxrnYQBAGj1YHGq7147s2DuNI1MOXxLG0ifvZPT6IsLyOu848Hgnj+tf346YuvxSYoWEwmnv3Co/jCQ3cu+PPI6/PjL2/ux6/+9Co810j8mEwmNtdW4r49O7B7y3rwefF5to8HArjc0o4r7R3o7OlFR3cvuvsGF03M2WwWJCIRxGIxJOKollpI9ckxkVAIoYAPAZ9PEWd+jEAL+JSUJDrZdYNeb+OBANwuN9yTZ6ep2ejxQADjfjJQyj9O6uD94+Okv7vPR35/+PwxXf24n+pT2nmf379qnXqYTCa5eiAkZbrkSgJViCoUUqsN5GM//P73MNDfTxP2hWIuwj4X2Gw2kpMSoU1JQao2BakpKdBqJ/qJiZopcpSlhGfMC5PFArPFCrPFBpPFCpPFCnO0tdpgtlhhX+LZ8MkQCQVI0qin6OxJ3b0aSRo1hCIhxrx+mK12mKw28pqsdpisdpitdpitNpisNrjci7OznA+EAgGkkujym4B0jInKYpikXWSEIEAQxERgRTAE/3iATGfzkx8cZBrd8hdecqjq/oRJVfoiAZ+McBYKIRbxIRaSUc5iIRnrTLYCSMVCqORSKGSSWYu0QqEwaYM15o1Ja6KV/O5o6xmj7LJ8GPOSxUhjlH5ybJJuMp6QIz4vAUkaFZJUSiRpVEhUK6fsJ6mVUMqli34PmW0ONLZ1obGtCw2tnWjt7p9R3pKkUuArn7wXD+3dPqfuHSAJ3/krXThwpgGHzjbNmBp85+a1+PaXHoZGEX8AURQEQcBkd6FzyICuQQO6hvSwucco28wgfFRdgG88SLr1jAemFInyuBxo1XJoNXKynbxp5EiUS1e00DUQDOFXr36AX//tw1ln0fMztKgpzcPa4lysLcmFVqNckeuzuzzoHtShY2AUXYOjFJkfhWeekyYiAR+pieRqVbJKjiSlHMlq+cS+Sn5DQ38IgoDb64PebMfV/mFc7RtGey/Z2lzT5VEJXA4ev3MbvvGpexa8ohAOR3DhcjveO3oGH524MKV2JlmtwM+//TSqSwsWdM6BER1eevMDvP7Bx9OskQtzs3D/nh24+7Zt0MQp13F7xnDkxGl8ePg4zly4tCBHE5FQAI1ahUSVCokaFdmnNo1aiUS1CkqFHHwe74bf1AWDQdKX3OUmdfNud6xP7ntispAJOUhUHkIS85tRP8/j8chiVOqmSCwWU+Q7OiaKFaWSrZgqYp3YFyxA0kMXncYJBoPRUFhYWPX//eC/MTwyguGRUQyPjMJoMsFoNC1aZ85ms5GSnITkpCQkJWqgUauRqFFDo1EjUaNBokYDjVqFhITlW0YNBIOwO5ywWG2w2uzkZneQ+3Y7LDYHrFYbLDY7bHbHkr/hRCIhElUTH04atQpJGnVsP1GtgkQshnvMC6vdCavdQW3OGdvF/l8WAjaLNSWKOFowGbW84nK5MXss8gaADTabCTaLHbPgYrNYYFIWXOxJdlzRFFayz5rUUsmskQgIECAI8ks1HA4jQCXTBYJBBIMhBGP94EQqXiA4YbEV87IlyXasYMnnX7YVkKUEm8WCNjkRa9cUY31VGdZXroF2BnvF+cIgFQSiAAAgAElEQVTnH8e55jYcPdeIY+cboTdPL/xM1ijxD5+8D5/Ys23eGvxQOIz61m58eLoBB882wmJ3TXlcJODj2c/eh8f2bl1x55dgKAzfeADhcAQy8eqZ8b3aP4Jnf/IHtPcNTxnnstkoy8/E2pJc1JTkobooB1Lx0tj5LQUIgsCwwYLGq7241N6DhvYedA3q4paySUQCJCnlSFRKp9azCCbqWkR8/pQ6FxaTOSnNMkLa7BFEbIyIRBAhCIz5/LDYXbA4XFTrjhXoRsfnU5jP5bDx2B1b8eUH9yzoxpMgCLR1D+DdI6ex/+hZGK32acesKy/CL/7961DJpfM6ZzgcxonzDfjLm/tx4vz0GrSsdC3+5R8/jx0ba+N6rbs9Yzhy8gw+/PgYTp67OOcMepJGjYK8HBTkZqOQatO0KRBdk+OwEgiHw3C6XLDbHbA7HHA4nLA7yL7d7oDD6Yz1nU5njJAvRId9o8DlcMDn88GPrTRc25LkWygUknp6YdTRZ2Is+niUlHM4c0/MLCVowh4nZis6jUQisNkdMBiNMBpNMBiNlCzFiOHhEQwODcNinV/q4VyQSaUkiVeroVQpoVQoKI25AkqlAkq5nGwVCvDiXMqbDwiCgGfMC5vdEdusdgdsDqpvs8NgNENnNMFgMmF8Ce0VZVIJlHI5VEo5VArFjK1SIUMoHIHD5Ybd6YLDSbUuUtvucLpgdTipGxCy73C5EJ7Fho7G0iCBy43ZRUZXK0AQIACKUJCvMQJELEo7HqQmJ2JdZRnWVZZifdUapCbHH6JCEAQ6+oZw+OwlvPTuxzDbpsofUjQqfPPzD+OeXZsW9MUfDkfQ0N6Dv350Au8dvzjlsYqCLHznK4+iPD8r7uu+2REKh/G71w/g5399f8qKVXVxLp68/zZsripeNfUS84XL40VTRx8a2nvQMTCCYYMFwwbLihXHLgdEfB4l88nFZ+7egUTl/Ih6JBJB18AIDp2ux3tHzqBvWHfd49KSNXjoju344sP75mXZ6HC58fr+Q3j5rQ8xpJsudctITcETD9+DR+7Zs2ALSM+YlyLpR3Hi7MwkPSNVi9rqCpQU5KEgLxsFuTmQxaG1XygIgoDD6YTJZIbBaILJbIbRZIbJZILRbIaRGjNbliazJR6w2exJM88iiKi+SCgEj0eGHfISJrWUTp7HSwCPxwcvISGmnU+4VkvP5y+LBHmlQRP2OLFYlxifzwed3oCRUR1GdTqMjOowotNhdJTsLxWhnwyhQAClUgGFXA6ZTAqZTAaFTAaZTAq5TAa5TAaZTAa5TAq5nOzPpcmNBwRBwO5wxjT1eqM5prM3mMzQG00wGM3LskQm4PMhk0ogl0nI31cqgUImhUwqJVuZFHKZFFKJGFKxGCKhAATIL1Sbwwm7wwmbwwUb1TpcbrjHxuD2eGOtxzMGt9eLwC2Smno9kMEQpFWWmNrIvpCMg6a8aMkqf9JvmM/jUYEQE8l1fD6ZWrcQh4XJNqRGsxX6aB2E2UqOWawwmKywO11znkubpMH6qjKsqyzDtroaqOKUnfj843j5/cP43d/eg9U+VUpWXVqA7z71WZTkLZxkn22+im//6mX0j04NGLp/Zx2e/ez98yZBtwq6BkfxzZ+8iNaeieLFBC4Hz3z6Xnzunl033Hd+KUEQBCwON/RmGwwWOwxWO/QWO7XvIMcs9gUl8i4H+AlcaBRS5KanoDg7DUXZaSjOTkNqonJeWvIoQb/Q3I7zl9tx8fJV2GcwT1DKJLhzWx3u3rkRlcV587JEvdDUglffO4iPjp+Z9pnMYDCwrW4tPv2Ju7C5tmpB2ne/fxwfnziFDw4dxfEzF2Yk6SWFebhj9w7s3bkNmemp8z7/QhGJRGAwmjAwOISBoSEMDA5hcJBsh0ZGlrWIlclkknp5iRhisZj0JZeIIZnUj5HwSUQ8eqxYLEJCAp1rMBdowh4nltPWEZgg9KM6PUxmM7mZzDCYTDCZzDCazTCbLXGHL80XfD4PUqkUMokUUqkEUqkEMqkUUgnVUmNSiQQSCdlKJRKIxaJFFyI6nC7KvmrCxspgNlP7VpjMFpittmX/GwCkzaRELIZYLIL0muKea71co/sJHC7AYCBCgJKnkBp3/zjpHe4bH8c4leoZHfP7xxEIhRAOhxEOk0FJ4XAYoXAYYSowKTxpbHJBJoNKaI0VZ0bHGQyw2Sxw2BxwuZyYBIdLJdZxORxwOBxwOeS4kFoejBJqYczTlvK15ZMOAav9w9U/Po6r3f0433gFF5pacOlKO7yzLN1y2Gzs2rwOD++7HRtrKuLSv3t9frz07sd47tX3YJukSWcyGXjkzp145omHIZcuzCVlPBjEb1/7CL959aMp5IyfwMVXHtqLL9x/27Qwq1sN4XAEv3/rIH72l/em/A0qCrLwo//zOeSkJd/Aq7txIAgCNpcHBosdJpuTqimZKIK9tijW7SUfJwjyNRkt6mYymWAyGGAyo/tkqFsCl0MW5cqoTS4h3XOovkomWbCGfiEEHQAEvATctqkG9+zahA1VpfOa/TZbbXjjg8N4bf/HGByZPkMvFYvw0L7b8Mn77kC6dmGvnfbObrz69n68+9EhuNzXtzEtLsjDHbu3445d25ecpIfDYfT296OltR09vX0xcj40PAL/EqR+SiTi2ASeXC6DTCqd6E+a5JNJpZBIJJBIxBAKVo9U7lYGTdjjxHIT9vkgHA7DbnfAaCaXtqw2G6xWO9nabLBabRN9mx2hFZyJYTAYJLmdQuTFkMlkMeec5KRESqOfGLcNZjgcht3pgoXS0pOtDRbq72Cx2mGx2WC1kbKcldSwXw9sNgs8HjmrTC7VXb+d7EcrFAggogIfJgIgyMei1lk3srr/ZkEwFEJrR8+8CHxKohqP3rMHn33oHgjjeG16vD788i9v4cU3P5wi25BJRPinLzyKh+/cseD/14DOhB++8DoOnWueeq1qBb79pYdx+4aqBV/nzYAhvRnf+NHzaOroi41x2Wx8/VN34wv330YHE61CRCIRWB0u6ExW6EwW6E1W6M1WDIwY0NjWNStBBwCFVIx15cXYs2Uddm2onpfEyWi24nR9Ew6dOIejZy9eV8pYWpCDT95/J+7evXVBbi9GswUHjhzHm+8fQOvVzuseU5SfS5L03duRlZ4273PPhfHxcVy81IBTZ86h+UoL2js64tKMi0QiJFI1cFEZbbRNTNQgUaOGSqVallV1GksDmrDHidVA2BcCgiDgdrthsdpgs9vhcDjhcJL68smFJQ6HEw4HqT13OJwrMnsNTLfBTE5KjBXWajQayhJSvijXj6jO3uF0wuZwwuFwkb+30wW7wwm7k5S82O1OuDxuKimO3Fb7a5rBYEzxzZ1oo/0E0jkmgQsuNwEJXC7Zp8Ym9qmWcpfhUkWyCdyJPpfLoY4nz7scFosrgWAohLbOHpxvbMHHJ8+jqa1j2jEqhQz/58lP4cG7dsf12usb0uE/f/UnnKy/PGV8344N+MEzX4QgDoePs81X8b3nXkXnwNTUxUf3bsG/PfnQTaffng2XO/vxhe/+YoqDTmluBn78zOeQn6G9Idfk8oxh1GiBzmjBqNFM9k0WjBotcLrHQFZekDkJIKL96ChinyW8BC7pZZ3ApXytyZYfHedxwY/qcqkgNPL9TB4n4JEhYzwel5oA4ILDZi+5x3UkEoHH64eHmp2POkGRM/heuD0+OD2eGCnXm6wwWGwLSolWyiSoXVOEdRXFWF9ejLzM1Fk/UwiCgM5gxuWrnWhouYozF5vR1T943WPFIiHuuW0bHtp3G0oL5m+RqjeacODICXx4+BgaL7de9zsgPTUFD+zbizt370B2Zvq8zz0XhkdGceLUaRw/dRrnL9bPm6DLZTJkZqQjIyMdmenpyMrMIPfT0yAWiZbs+mjcGNCEPU7cbIQ9HhAEgTGvF06nEw6nCw6nEy6qdUZb18S+y+WC0+WGy+WCZ2zp7RZZLBZUSgU0ajW5adTQqFVQq1RQKhVQKZVQKcnCW+ESVthHIhGMeX2xqOdo/HM0AnpsjNSvj0UDF6gAhjGvLxa0MOYlY6FXqxfsYsBisWIBGXwejyQik8I2RCIhZBIJpFIx5JScSk4FXcllEuoxCbgrXHF/Lbr6BvHa+4fw9oGj0/Tv+dkZ+NY/PoEt66oXfHNCEASOnG3A9379ZwzrTRPnzErDr7/7DWSnpSz4WsPhCF49eAo//fM7U+zz8jNS8L///EUUZN4YMruUOHLhMr72w+diAUUcNgtPPXoXvvTgwosC4wFBEKi/0oGDpy9icNSIURNJ0D3L6GO/FGAxmaQEjsMGl80Gm80Gh9rnsEgZHEEQCEciiEQiiEQm+uEw1VIuMeOBAMa8C7ddnQtKmQTryotjBD03Qzvr+8rlGcOVq1243NaJy+1daG7vhMU2u8d9bUUpHt53O/Zs3zCv2XSCINDR3YsTZy/g8PHTaLzSet3juFwu9uzciofvvQvrqiuW5AYpGAyioakZR0+cwrETJ9HXPzDr8YkaNcpKSlBUmE+S8vR0ZGZkQLoCBaw0bhxowh4n/h4I+2IQCoXgcrvhdLngcpJE3ulywWqzxZxzDNHWYFzyAlM+nwelYoLEKxRyspXLIJfLY5q8aLsSGjyCIBAIBuH3j5Me5H7/pP44lbrmh9/vp7zLqXS1Sf2JmwEvvF4fFRQxflPGU18LkUiIjNQUZKWnISsjbaLNSINEvLzpmJMxHgji3UPH8D/PvQSjZWrx96aaSnzrqc+jKHfhBaT+8QC+96s/4ZX9R2JjIiEfP/qnr+D2zbVxXavL48W//fIl7D9ZHxtL4HLw7S8+jEf3brkpVz4A4G8HTuLffvkSIhHyu0QmFuL33/lHVBfHFyK1EAzrTXjr0Em8dejklBssGguDVCxEikaFZLUSyRolUjQqaBNVKMrJmJGgEwQBi92BgWEdOnsHcLm9E81tnegdHJnz+bgcNqrLirGpthK3b92A7Iy5teMOpwunz9fjxNkLOHnuAsyW6TatAFlUuX5tJfbu2oY7d+9YEmcXu8OBE6fO4OiJkzh5+gzcM+jhASAzIx1bN2/EhnXrsKasBBq1etHPT+PmA03Y4wRN2JcOk20wDQYjaYNpME4U25otMJnMcDiXL8iJy+FQBF5OFdqQ2vtYYS3VJ8eoQlupdNUU24TD4Rh59/tJ33Sfn0x/81IJceOBAAIBso3uX9sGAuMYDwQRCAQRCAYob3ayDQQCCASDGB8nW7JI1o/QCoRBKeUyZKanIpMi8aWF+aipLAd/GUNjfH4/XnjlHfz2pdenaN2ZTCa++umH8NQTj8Y10/v6R8fx7Z+9MOUm9UuP3I1nPv9wXHpsgiDw2qHT+I/f/g3+SXap22vK8K9PPoTs1KQFn/NGgSAI/Oyl9/CLV/bHxtKSVHjxP59e1t/D4/XhoxMX8NahE7hw+eqsx/ISuDHySW5qpGiU0CaqoZBJwCQrwAEgVhQOYCLBF+TvOR4gw6mi71vfeAB+qo0Wonv9fvj85DFeP3UctXn9ZOG6z0f2/ePjyxbMJuTzKCcoPtkK+FP2xUIBElVypKiVSNaokKxRzliMShAE7E4XBoZ1GBjRke2wDgMjoxgY1i0oVKqsKB8VJQWoKS9BbUXpnBKzcDiM1qudOHH2Ak6cuYDLbVdnXPVksVioq6nC3p3bcNuOzVDK5fO6rplAEAS6e3tx7PgpHD1xEo3Nl2d87oSEBKyvXYutmzdh66aNyMxYOrkNjZsXNGGPEzRhX3mMj4/DbLHECLzJbIHJbILZYiULTC1WMtTJal2x1DQWi0W5x4hjNlZRe6tr98UiyuYqanclFq0awr8YBIOhGHmPkQ+/H+P+cXj9fng8Y3C4XJSs6prN5SLlVS73gusluBwOKteUYENtNTbUVmNNcRE48wwqWgjMVht+9vzLePX9Q1O+YEsLcvCTf/8m8rIW/mXa2tWPr373pxgxmGNjdZUl+Pm3n4ZSFt/sXfeQDk/94Dl0DU5o29ksFh67Ywu+9tg+KBboTrPSCIZC+NdfvIQ3Pj4TGyvNTccL3/0a1Ir5heIsBJFIBOea2/DmgRM4eLoevut4nktEQty1vQ4bq8ti5FwhFa/a92xU6hIMhhCkEpdDoTCZshwMIRAixxlggMVigslkgsVkgslkgMVkXjNGusQI+fx52WUSBAGHyw2LzUEaANgcMFPtxJgdQzrDghOqWSwmCnOyUF5SgHKKpOdkpM4pRwkGQ7ja3YOG5hY0XG7BufrGWRO8ZVIJNtfVYktdLbZvqoNCvjjb1PFAABfrL+HI8ZM4duIkRkav7ykPAMlJSdixdTO2b9uCutqaZc1NoXFzgibscYIm7KsXBEHA4/FQ5N0Gi9UKi5Uk9WRRqQN2h51qnbDZ7RgfvzEBJSwWC2KRCFKphCq2JV1zoim3UScdqVSyaknCUiASicDmcGJgaBj9g8MYGBpBf7Q/PDKvoC2RUIDNdbXYu3Mbtm2qW/KkwK6+QXznJ7/BhaaW2BiXy8HTTzyGzz9634I1+A6XB9/4r1/ixMUJ15dktQLf/doT2LVh4Vp5gJTd/OCFN/DSB8en6I7FQj7u31mHOzfXoKooe8kLExeDcDiC45da8NwbB1Hf1h0b31Jdgl9+68sQCZaWuLg8XvzlnYN4Zf8R6EyWaY8zmQxsqanAA7dvwa4N1bekawZBEAiFwxMraMFgLOmYXF0jx70+P1lg6hmDyzMGt2dsyr7HQ2ZPuDyeJUuSFgn4yExLQVZ6KsoK81BRUoCS/Ox56dCtdjuar7Sj8UorGq+04kpbB3yzWB0ymUyUlxRhy4Z12LZxHUqLChZlbAAANrsdx06cwpFjJ3DqzFl4fddfMWAwGKgoL8OOrVuwY+sWFOTP7StP4+8bNGGPEzRhv7Xg8/lIAu90wmazkZr7WFEtWVDrcDqp1gWnywWn07likcx8Pm8KgY8S+pTkJKQkJyMlOemWnZGJRCLQG83oHxrGwNAwunsHcKGhCV29/TP+DJfLxdYNtdi7azv27tyKhISlcU6JRCL4w6vv4se/+9OUEJasdC2+8/UvYcv6hX2ORiIR/PzPb+Lnf35zyvi68iL861c+jdI4E01bewbxX8+/jvNXplvQJavkuGPzWty1pQZr8jNvCEkgCAKDejPePXYerx08Db1lauT8J3ZvxPefenxJi0sdLg9efOsj/PHNj+Ae8057PD8rDQ/ctgX37NoEjXJx8of5giAIuMe85OeN2wOHyw2nyzOp74bPPz5pxjwYmy0nxyiCHSJn0idnNoQjkYn9cAThCNmGQmEEgsEb6nzF5yUgMy0FmakpyEzTUi25qeSyeb0mnS43unr70dHdi+aWNjReacPg8Nxad7VKgS1167B1wzpsXLcWctniV2/6Bwdx+OhxHDl2Ag1NzTNKXURCIbZs2oDtW7dg6+aNUCoUi35uGn8/oAl7nKAJOw0ACASCcLndcLtJd5yYi4xraut0ueB2e+D2uOF2ka3L7V5Swq9QyGPkPSWJJPLaFGo/JQVKhfyWmsExmS04W9+IsxcbcPZiA3QG43WPU8plePSBe/D4g/dCo1YtyXN39g7gm9/7Kdq6eqeM37alDv/6tS8gLWVheuuj5xvxzA9+BeckqQCDwcD9t23GM088giT1wr/YCYLA4fOX8cM/vDEtKTWKtCQVirLTsKN2DQoytchPT1kWW0iffxxXugfQeLUPzR19aOzohdUx3YubwWDgqUfvwtOf3Ldkr1Wrw4U/vPEB/vLOoWn6aLlEjHt2bcT9t21FSd7y3Ly4x7zoHRhCz8AwegaG0d0/hIERHRxON1wez3X9wm9WiAR8KBVyqJVyqOQyqBSyaf1kjRoalWLef2vPmBc9ff3o7O1Hd28/uqjWaJ6+OnI9aJOTUFVeiuryMtRUrkFhXs6i/89ujwcNTc04f6EeR0+cRG/fzJMH6Wlp2LltC7Zv24KaqipwuTfWDYvGzQuasMcJmrDTWAoEg0G4PR7YbPZYsa3eYCBbvQE6gwF6vWHGZdWFgM/nITUlBampWqRqtUjVpiBNqyX3U1JuakswgiDQ0z+AA0dO4KPDx9HR3TvtGA6bjTt2b8fnPvkQ1hQXLvo5Q6EwXnrrA/z093+BZ9KMbQKXiy9/6kF86fEHwFvAzL7N6cIv/vwWXn7vY4Qm6fl5CVw8+fA+fPHhfQtOlQRIycn5lk58cLIeB840wjGLfpjBYCA9WY2CTC0KMrUozExFQaYWGcmaeemYAfJ/MWywoLGjF01X+9DU0YurfSMIz2JpqpSK8cDuDXhkzxZkpmgW/DteD2abA79/9X28/P7hafr0rNRkfPWT92Lfjo3gLlHdg2fMi47eAfT0D6F7YAg9/cPoGRiC/jqym9UAFotJ5ipwOFS2AmdSnxzn8xIgFgohFgkgFgljm0R47b4QCrlkQWFEURAEAavdAZ3BiFG9AaN6A3R6IwaGR9DdO4BRvWHe5+JyOCgtKkDlmhJUrilB1ZpSJGkW76jicDhR39iIi/UNuNjQiParHTPOojMYDFSWr8GuHduwc9tW5GRn3VITJTRuHGjCHidowk5jpUAQBFwuN0XkSTKv0+uh00/0DUbTopNsxWIR0rTaWPBGVgYZupGZkQ6F/Oaane8bHMKHHx/DK2+9B71hujVfdXkpPvfYQ7ht+2awFym7MNvs+NFv/oQ3Pvh4ynhqciK+/fST2LV5/YL+dn1DOvzwuZdx+OzUzxaNUo5vfO5BPHD71rjTPYOhEM42d2D/yYs4dK4Z/AQuTLa53Zd4CVykJ6nBZDJiPt2kZzcRk16EIwQikQjGg6F5OX2IhXxUF+figZ112F1XuWTE2WC24blX38Mr+49gPDC1+DwvIxX/8Ph9uHNb3bxvQGZD//Aojp65iGNn61Hf3BaXhlso4EMqFkEqEUEmFkMqEcf2pWIRhEIBuGzSP53DZoPD4YAb65P7HMprnc1mk8WjbBbYLBZYLBZVTMoCm0W2LBYTHDYHbPbyJ8R6fT7Y7A5Y7WRIn83ugN5oipHyUYMROoMR/usU/M4FLpeLnMx05OVkobQoH1VlpSgpyl+SmgOL1Yb6Sw24cKkBFy81oLOre9bjeTweNm1Yj907tmHbli1QKWmpC42lB03Y4wRN2GmsJoTDYZgtFuj0Buj0BozqdOQMvd6AUZ0eIzodPJ6ZfX7nglgsmpKcl5mRjuysLOTn5iyZPnw5EAqFcOjYKbz4yutoaG6Z9nhykgafeuh+PHLfvkV7Kze1duA7P/0NWjt6poxv31CD73zjS0jXJi/ofOea2vD93/wF7T0DU8ZTk9R48uF9eHDPNvAS4icn48Eg2nqGcKbpKjoHRtA5OIr+UWPM+3ypkZeejMrCHFQWZaOqKAc5qUlLWvw6arTgt6+8i9c/OjYtZbMoJwP/8Ph92LO5dlHPGQyFUN/cRpL0c/XoHxqd82c4bDay0rTIzUpDbmY6cjPTkJORCrVSAYlYeMMDw+YDr88Hq80eC4tzeyZaj8cLl9sNm4Mk5lbbBDmfreBzvmCzWcjOSEdedhbyc7Nibbo2ZdE32wDgcrnQ0n4Vra3taGlrQ2v7VQyPzP5/ZTKZKCosQG11FTasX4cN62tv2RoiGqsHNGGPEzRhp3EzITpLPzw6ipGRUYzodBgZGcXw6ChGR3UYHtXBH8eXK5fDQWlJMdZWVaK6sgLVVRWQyxZnhbZcuNLegT/+9XV8cOjotJnQhAQu7r3jNnz+kw8jNzsz7ucIh8N4ff/H+NFv/zQlLZXLYeOe27fjycfuR+4CIszD4Qje/vgkfvLCqzBapxZmioR87Kyrxh1b12NLzZolmVn0jwfQM6xH58AotY2go38UZvvCMhDEQj4qCrJQWZiDqqJsVBRkQyJaWtcegiDQMziKI+cacORsAxrbu6cVUpYVZOOpx+/HzjhddwDA5fbg+LlLOHz6Ak6cb4DbM7OkKD87A4W5WcjLTENuVjryMtORpk1akWTW+SASicDl9sQK5x1ON2W56oTD6Y4V2TtcLjgcLtgcDlis9iWR5M0GsUiElCQNtMlJ1JaI1JRk5GZnIjM9dUlvasbGvLjU2IRzFy7i3MX6WeUtUbBYLJSVFKOmugrraqqxtqoS4hUMc6NBA6AJe9ygCTuNWwkEQcBqtWFweBgDg0PkNjSEgYFBDAwOLegLOzc7G9VVFaiurMDaqkqkp6WuKjmNyWzBy2+8g7++8S6s9unx5js2b8CTn34EtVUVcV+3w+XGj377J/zt3QPTSOSOjbX44mMPoKaiZN7n9/r8+MMbH+LFNz+C3TW9WFPI52FHXRX2blmPbesqFjXzfj3YnG7ozDYwGQzSp5s14dXNYjJi3t1RL2+ZWLgs1pHBUAiXWjpx+OwlHD3XiEHd9Ytpq4rz8I+fuh9ba+P7H7rHvDh88jzeP3wCpy82TakpmAw+LwGbaiqxY2MtttWtRaJaueDnWgxCoRBMFisMRjNMFiscTifsThdpX+twUnkHE2NOl3tOcrqU4HI4UCrkUMilUMhkUMhl0KiUMWKekpwIbXISJGLRsl2DwWjE5ZY2tLS24uKlRlxuaZ1TPsjlcLCmrBQ1a6uwbm01qioqIFxim1gaNBYKmrDHCZqw0/h7AUEQMFssGBgcQj9F4PsHB9HV3YPBoeE5f16jVse++NbVrF01RVjj4+N4/+AR/PGVN9DeOV2jWlpUgCc//Qj27twW99L75fZOfO9nz6GxtWPaY+XF+XjysQdw+9a6eXs/e31+vPrhUfz57YMzklUBLwHb11diU/UaVBTnITdduyR67RsBgiBgsNhQf6UDR8414MTFy3DNMMPNZDKwrrwYX3nsXmysKl3wa8zn9+PY2Ut4//AJHDtbP8W2czK0SRrs3FSLHRtqsa6yDAlLfHMURSQSiRVi6o1mGExmGIwmGEyWWN9is68IAXtKax4AACAASURBVI8Sb4lYBLFIRBabikWTCk9FUMhlUMplUMhkFEmXQSRc2WA4h8OJlrY2XGltw5UWsjWZzbP+DJPJRFFBPspKS1BWUozSkmLk5+bSbi40Vh1owh4naMJOgwZZnNXY3IxLjc1oaGxCa/vVOWevlEoFaqurULt2LdbVVCMvN+eGBvkQBIH6pit44aW/4fCJM9NmxLXJSfjcYw/ioXvviiuMiSAIXLrSjt+//CYOn74w7fH0lCR85sG7cd/eHZBJ5rfMThAE2nsG8OGJ8/jwxAUMjs7spCES8FFelIvKolxUFOehoigXilXqCGR3utHS1YcrHb240tmLyx29MNumr4JEIeTzsLlmDXZtWItt6yoW/HsFgkGcutiE/R+fwOHTFzA2Q7FsWWEedm9ej52b16EwZ2ntHwmCgM5gQnffJNvCvgH09A0sixRFJBJCLpVAKpFAJpVAJhFDKpVALpVCKhFTYxJIpWLIpVKolApIxKJVcZMdRSQSgcFgRE9fP7p7emMkfT4TCABQmJ+PunU1WF9bg9q1VZBIVuf7gQaNybglCTuDweAA+CqACgCVAIoBcAA8SRDE80v0HDRhp0HjGvh8PlxpbcOlxiY0NDWjsfky3O7Zi13lMhlq1lahdm01NtWtR25O9g0jB30DQ3jh5dfw1v6PpqWrikUiPPrA3fjso5+I2yqud2AYL/ztbbx14Oi0GVwul4PbttThoX23YUN1+bxvYgiCQEffED6iyHvf8Mzx51FkaJNQVZyHiuI8FOVkIFmthEYpWzGtNRlj70H34EiMnF/p6MWQfrqjz7VI1iixq64aOzdUY115MRIWOBMaCoVxrvEKPjhyEgeOn4FrBpvL4rxs3LVrC+7cuXnBvvozIRAMorW9E82t7ejq7UN37wC6+/qn2IIuBAwGA0qFHEkaNRLVKshlUsilEsjlMsilEsik5L5MJoVcJoVMIgFnidx4VgKBQBCDQ0Po7etHb38/evv60dPXj/7++d/MCPh8lJUWo6y0BBVlZaitqaYDi2jclLhVCbsMQLRCywggACANNGGnQWNFEQ6H0dHVjYv1l3DhUgPqLzXC4Zy9gDE5KQmbN9Zh25bN2LKxDnw+f4WudgIWmx0vvfY2XnrtLdgcU6+Xw2bj7r278cXPPIq87PiSSM02O/78+vt46a0P4LzODU1qciIevGs37t+7E9qk+fuSEwSBroERHL/QhKa2bjS2d8Eyz4JRBoMBtUKGZLUCSWolktXKWD9RKYdYJEAClwMGg0Fu1M+QG8AAA6ButFyeMVhsDljsTphsDhgtdpisdhitdhgtNpis9mlOLjNByOehND8LG6vKsHNDNQqz0+OSu1xsbsXB42dx6OQ52Byu6x6XnZ6Kfbu34q6dm5GTmbag57gexsfH0XC5FRcamnGp6QqaWtsWZGGokEmRmZ6GpEQ1kjRqJCWqkazRIFGjQrJGA7VaeVO4zMwFt9uN5ist6OzuiRXDDw4NY2h4BOEZ6geuBw6bjcKCfKwpLcGashKsKStFTlbWvCVnNGisZtyqhJ0LYCeAZoIg9AwG47sAvgOasNOgcUMRiUTQ3dOLC/UNuHiJJPE2m33G4wV8PnZs24o79tyGrZs2rLh1mt8/jrf2H8DzL/0NA0PTY893b9uEr3zucVSUlcR1fq/Pj7cPHMVr7x9CS8d0HT2DwcCGteV4YO9O3L5tw4KDaQiCgM5oQdPVbjS2daP5ajfauvsRDM2fBK0kuBw2CrMzUF6YgzWFOVhTkIPstJQFa/AJgkBHTz9OXWzCqYuNqL/cNqMmPTU5EXft2oJ9u7agMHdx9RWRSATtnd04c+ESzlxsQH3T5WkrNdeDVCJGXnYW8nKyUJBDtnk5WVAp5HFfy2oFQRAYGh5BY/NlNDZfRkNTM7q6e6ZJ0eaCTCpFTnYWcrKzUFRQgPKyEhQW5K9qm1kaNBaDW5KwXwuasNOgsTpBEAR6evtw8VIDzp6/iDPnz88ooREKBNi5nSTvWzZuWNEv5kgkgiMnz+C5P79yXT/3urVV+PITj2PTurVxE76r3X147f1DeOfgsevOuosEfNy+bSO2b1iLuupyyOPUoY8HAmjvGURjWxcud/RgSGeC3myFxe6clTSRoUlL99kuEvKhTVSjNC8rRtALstIXLHEByP/PwLAOTW0dOHvpMk5dbIRlFu17klqJPds3Yd+uLagoKVgUSR/VG3H6/EWcOl+Psxcb4HBef/Y+ijRtMmoqy1FckIf83GzkZ2dCrVKuKo34UiEcDmNoeAQdnV3o6OpGR2cXmq+0wGK1zvsc2pRkZGdlIZci59GNlrXQ+HsDTdjjPydN2GnQWGKEQiE0X2nB8VOncfDjI+jrH7jucRKJGHft3YP779mHijVlK0p2Gi+34rd/fBmHT5ye9lhpUQG+8sTjuH37lrgLacfHAzh44ize+OAwzlxqvi6JZjAYKCnIwaaaSmysqcDasuJFu5UEgiGYrDbozTboTVYYzDbozVYYrTaYLHYwWUyYbU6AIEAQBAiQN1zkBhAgqMcAiUgApVwKpUwKlVyKJJUCGpUcSSo5NEo5ElUKCPnxr5bYnS40t3Wiub0Tl6l2Ji16FLmZadi8rgp7t29CVWlh3P+fMa8X5y814fT5epw6X4++gaFZj8/KSENdTRXWVVegprI87vqH1Q67w4HOrm50dHWTbWcXunp655XvEHVqWVNWioz0NKRptUhLS0VWRgYEgpWXxNGgsRpBE/b4z0kTdho0lhEEQaCruwcfHDiEDw4cxMDg9YlRdlYm7r9nH+7ddxeSkxJX7Po6e/rw3J/+ivcOHJ6ms83OTMeXPvMY7t67e1GBRjqjGe8cPIY3Pzw8a6omLyEBNeUl2FhTgU01FSjMzbqhzjtLCc+YF72DwyRBp7bBUf2cPyeXSrCxpgKba6uwqbYSyRpVXM8fiUTQ1tGNU+cv4vT5ejQ0t0wL3poMpUKOjevWYmNtNTbUroU2eeVek8sNn8+HoeERDAwNY3BoCINDw5Td6wCMptntEydDLBahsrwcVRXlqKosR0VZGe1zToPGHKAJ+9w/OxMjL6yqqhLQhJ0GjeUHQRC42tGJDw99jP0fHrhudDiDwcCG9bV44N67cdvOHStWrDqi0+P3f/4bXnt3/zS9slIuw0P33oXHHrgH2kU4jRAEgcvtnTh2th6nLzbj8tWuWf23lTIpivNzkJOZhpyMVORmpiE7IxUquWxVSi+CoRCGdUb0D42gf2gU/cPUNqSD0TI/+YRCJkF5cQGq1xRjc20lSvLjswslCAJDIzqcvdiAMxcv4Vx9I+yOmQt3ExK4WFdVgU11Ndi0rgYFuTfO5WixIAgCFosVo3o9RnU6DA+PYnB4gpwbjHO7+FwLtUqFwvw8FBTkoTA/H8VFhcjLyb5lbihp0FgprFrCzmAwBgBkLOBHXiYI4vEZzvVd0ISdBo1bAgRB4FJjE9585z18dPBjeMamSyFEQiHu3Hs7/s9T/wCVamXSJ81WG/7419fxl9ffhueacB8mk4kdmzfgm//4ReTnxOcsMxkutwfnG1twur4JZy41zzr7PhlSsQg5GanIy8pAeXE+yksKkJOxtNHv10MwFILJbIPebCFDgMwW6I0WDI7q0T88imGdAeHw/AOAuBw2ivNzUFFcgPKSAlQUFyBdmxQ3UfaMeXH6fD2OnzmHMxcaMKqf2dceAArzcrB5fQ021dWitnLNTVfoSBAERnU6XGpsRlPzZfQPDmJUp4dOb0AgMHeR7PXA5XKRl5uDwvw8iqDnoyAvDyolrTWnQWMpsJoJ+xEA2gX8yHsEQfzTDOf6LmhJDA0atxx8Ph8OHTmKN995D2fPX5ym91YplfjV//wYa6srV+yaXG4PXn7jHbz02tvQXzMjyeVy8c9f+zI+88gDSzrDOGowkeS9vhlnLzXPaFs4E+RSCRQyCRQyKRUjT2rPFTJpbEwiEiIUCiMQDCIQCCIQCpFtdJ9qxwMBmKx2GEwW6E1mGExWmKy2BbuARMFhs5GuTUJJQS4qigtQUZKPorycuIpToyAIAv2Dwzh6+iyOnz6P+sbLc8pcNq+vweb1Ndi4bi006vjkNTcKbrcbre0daGlrQ0trGxqamhckYYmCxWJBm5KCzIx0ZKSnISM9DZnpachIT0d6WmrcicA0aNCYG6uWsC8laMJOg8atD53egHfe34+33n0f/QODsXEul4uf/b8f4PbdO1f0ekKhEI6eOouXXn8Hp8/XT3ls0/oa/Og//gWJy0D8IpEI+oZG0DMwjN6BYfQOjqBncBh9gyPw+qYWADIYjLiJ9FIjWaNCVroWWWnaWJudngptkgZs9uJ9tA0mM87XN+JsfSPOX2rCiG5mHbxQwEdNVTk21q7FhtpqFOTePBIOt8eD9qsdaGlrR2tbO1ra2mes/7geJBIxtMnJ0KakQKtNRmZ6Royca1OSwbkFfN9p0LgZQRP2+M9JE3YaNFYhCILAidNn8Oy/fDvm8c5gMPDv3/pnfPqTj9yQa+ro7sWz3/k+2iZ5rcukEnz/357F3p3bVuQaCIKA3mRB78Aw2rp60dzeCavdicaWqytC2tVKOZLUKiQnqpCsViE5UQ1tkgbZ6VpkpKZAsAjXmOvBYrPjwqUmnLvUiHP1jegfnD22vrggD9s31WHLhnWoKC1e9YmgBEHAbLGgo7Mbnd3daL/agdb2qzM6K10LoUCAyoo1WFtZieKiQqRqU5CSkgyxSLS8F06DBo24QBP2+M9JE3YaNFYxhoZH8LkvfXXK7OIXn/gsnv3G127IbGkgGMT//OYFPPenv04hyJ+4+w78+7NPQ3SDXDJCoTDsLhdsdiesdidsDnKz2h2wOqLjDni8XnDYHHC5HHA5bHA50T4HCVQbHVPIpEjWqJCkUSElUQ2NSrHsOnmT2YKmlnZcaGjCufpGdPb0zXq8UMDHxnVrsX1THbZuXL+q7Ra9Xh+6e3rQ2d2Djq4udHb1oLOrG3bHzF7zk8Fms5Gfm4PSkmKUlRSjfE0ZCvJyaQkLDRo3EW5Zws5gMP4vgEJqtwJAOYCzAKJTXKcXQ95pwk6DxuqHzW7Hk1/9GpqvTIQd3XPXHfjh9/4D3EVooBeDCw1NeObb34fOYIyNJSdq8NSTn8ED++5Y9TO7qwFenw+t7Z1obm1Hc2s7LrdenVYvcC0SErioLi9D3doq1NVUoay4cNX9rQmCgMFowtWOTrR3dOJqRyeudnZiaHhk3qsgLBYLeTk5KCstRmlxEcpKiukEUBo0bgHcyoT9OICtsxzyJ4IgPruI89OEnQaNmwA+nw9ff/ZbOHzseGxs6+aNeP7Xv7hhumSX243v/PB/8O5HH08Zz8pIw4u/+DHSU1NuyHWtdpy/1IT//d0fcKm5ZZr3/bXgsNkoLy1GXQ1J0CvLilctaTUYjXjuD3/E+x8cgM1un/fPCQUC5OfnojA/HwV5uSgtKUZRQT54vKWVF9GgQePG45Yl7MsNmrDToHHzIBQK4bvf/yFeee2N2Nj+N19FUWHBDbwq4L0Dh/G9H/8cVtsESXvqyc/iG1/5/A28qtWHq109+H+/+B1OnDk/4zF8Hg+lRQWoKi/FhpoqVFeUQbBCXvzxYlSnw2+ffxFvvPUOAsHgjMcxmUxkZWagID8PBXmUbWJ+HrQpyTdNMSwNGjQWh+Ug7KtrjZEGDRp/92Cz2Xj4E/fHCDuPx0Nq6kJcY5cHd+/ZBZFQgC88/c+xsfVrV86CcrWjt38QP//9H7H/4JEpkhAGg4G87EyUlxajorQYFWXFyMvOvGk02YNDw/jt83/AW+++j9A1dpIikQjFhQUoKsxHcWEBCgsKkJudRc+a06BBY8lxc3xi0qBB4+8Kb7z1Tqy/57Zdq8INIxAM4gf/8+vY/p27d6CupuoGXtHqQN/gEH7x3B/x/sEjUxJdGQwG7r/rdnz9S59fVHLsjUL/4CB+/bvn8e7+D6dJeirL1+Afvvwktm3edNMmpdKgQePmAk3YadCgsarg9/vx/7N319FRXG0cx78bVwjEAyFYsARLcC/urkWKlFJX6hRpC4W20BeKFW1xLe5Q3N1dgiUhBsST3cz7R2AgOGE2uwnP55yczNzZvfeGtvS3kzvPXbZqtXresW1rE87mgckz5nLxXs14J0cHBvT/yMQzMq3LV68xdvI/LFuzIUNQB6hXqzr9P3yH4kULm2h2mXfp8hXG/TWZ5avWPPZzVaoQzIfv9qValcoS1IUQWUoCuxDCrKzbuInY2DgACvj6UqmCZksAMy00/Bbjp85Uzz97722jbKSUHYRcu8HYKX+zdPWGx+48165ehU/79aJsYCkTzS7zLl66zLi/JrNi9drHgnrVypX46L13qFyxgolmJ4R43UlgF0KYjdTUVGbMnqeed2jbyqR3MhVFYePWHYwaP4XEpPSdR0v4F6F7xzYmm5MpHT15mi59PyIpKTlDe62qlfikX2/Klwkw0cxezb4DB3nr7Xcfe5i0RrUqfPRePyoEybMKQgjTksAuhDALaWlpfPndD2oddgsLC9q0bGGyuazbvI2xk//h9LkLGa4N+uqTbPPApNb2HTzyWFhv1aQBIwZ/a/TNloxp774Dj4V1by8v2rdpTdnSgSaalRBCPCA1poQQJqcoCkOGDmfF6rVq20fvvYO3l2eWzsNgMLBi3UaadurJB1/+kCGs29ra8N1nH1A5+PW929qxdXPKPbLcZdmaDTRs141V6/974Q2DzE2XTh0IKlc2Q1toWBiffvkNtRo0ZeTosVwOCTHR7IQQQuqwCyHMwKgx4xj312T1vFvnjgwe8G2WLYfR6/WsXLeJsVNncOnK1QzX7O3s6NqhNX27d8bdzTVL5mPO0tLSWLn+P34fO4nrN0MzXCsbWJJvP3mfSsHlTDS7zFMUhSPHjjNj9lzWrNtA6iMlHAEqBJWnXeuWNGnUwCwqFwkhzJNsnJRJEtiFMF8z58xj8NDh6nnLZk0YOXxolmwyoygKy9du5H8TpxFy7XqGa44O9nTv1JY+3TrhmieP0eeS3SSnpDBrwRLGTvmHO3djM1xrVLc2g776BC8PdxPN7tVEREQyb+Fi5ixYxK2IiMeu29vb0ahBfdq1akmVShVkQyQhRAYS2DNJArsQ5mnDf5t5/5Mv1KocdWrVYOKYP7DOgvXQV65eZ8Cw39m1L+PfC05OjvTq0p6eXTqQxyW30eeR3d25G8uE6bP4e+4iUlJS1HYnRwc+6debts0bZ9s/x9TUVDZv287iJcvZvG37Y1VxAHy8vWnbqgVv1K5JQMkSWfLvrhDCvElgzyQJ7EKYn5uhYTRs0ZrExPTqK2VLBzJ7+mTss2CL+u279/HB1wOJi4tX23LncqZ314681bkduZydjT6HnOZGaDijxk9myap1GdotLCwIKhNI3VrVqFerGkULFcyWNcwjI6NYvmo1i5Yu5+y58098jZOjI9WqVqZ2jerUqlEdH+/st2GUEOLVSWDPJAnsQpifL7/7gX+XrQCggG9+Fs6egZtrXqOPO2vhEob8Olq9W2phYUHPLu35pF9vnJ0cjT5+Trfv4BG+H/q7usnUowrk96FuzerUq1WNikFls111GUVROHn6DIuXLmf5ytXcvnPnqa/1L1qE2jWrU7tGDSoElcfGJnv9rEKIzJHAnkkS2IUwL6fPnKVF+85qVZHZ0ydTpVJFo46p1+sZ9sc4/p67SG3z8nBnwsihlA0oadSxnyYpOZlzl64Sc+cOt+/GceduLHdi47h9N5a7977fvhunHut0OpwdHXB2csTZ0RFnJ4cH3x9qc8mdi0L5ffDN54W1CUpQJqekMGfRMlZv+I9Dx04+tXqMs5MTDerUoEm9OtSoUgFbW9ssnumrSU5JYfOWbWzYvIV9+w9yMzT0qa91dHCgapVK1K5Zgzo1quPj452FMxVCZCUJ7JkkgV0I89Kz73ts37UbgLq1azF5/BijjhcbF8/H3w5m6849alvpUiWY9McvWbpj6d24eA4eO8X+oyfZf+QEx06ff2I1Eq1YWVpSIJ83RfzyU9gvP4UL5KeIX/pX7lxZs+wnKiaGrTv3smnbTrbv3kdcfMITX+fk6EDdWtVpWr8OtapWxs4ue4V3RVG4dPkKW7fvYOuOnezbf/Cx2u4Pq1GtCr16dKNW9Wry0KoQOYwE9kySwC6E+di+cxc933kfSF+OsnrJQvyLFjHaeNdvhvL2p99w7sIlta1xvdqM/HEA9vZ2RhsXIDL6thrO9x89yekLlx/b9t5UXPO4UMQvP6X8C1OhbCmCS5fC0924ZStTUlPZe/AI/23bycatO7kRGvbE1znY21O3ZlUa169DnepVcMiC5xq0lpCQyJ59+9m2Yydbd+zk6iNViO4rUrgQPbt3pU2LZlny/IYQwvgksGeSBHYhzIPBYKBVhy6cPnsOgE7t2zJsyECjjXf63AV6vP85UdExatv7vbvz+ftvG+2uZqpez5ipc1izeSeXrj45pD2sUIF85PP0wCWXM7lyOeHi7ETuXE7kzuWMi7OzepzbOb3ud2xcPLHx8cTGJRAbF8/duPh7bennsXHxRMbc5tLVG4SGP16S8Fnye3tSqVwg9WpUpnaVYByM+IFGURROnD7Hmk2bWbNhCyHXbzzxdXZ2trxRoypd2rWieqXgbPnAqqIoXAm5ypbtO9i6bQc79+x97INbHhcXevXoSr8+vV7bnXSFyCkksGeSBHYhzMOBQ4fp1L0XkF7LetPq5Xh6eBhtvC59P2LvwSMAWFtZ8cvAr2nbvLHRxgMYOmYKU+cteeI1CwsLSvkXokLZQCqVC6BCmQDc8roYbS7xCYlcvnaDSyHXuXj1OpdCrnPp6nUuhdwg+aESjE9ia2NDrcpBNKxdlXo1KuNixCU0iqJw5vxF1mzcwuqNmx/bvOq+YkUK8Vbn9rRu2tDovx0xpmvXbzBj9lwWLF5CXHx8hmvVqlRm9O/DySu1/4XItiSwZ5IEdiHMw9btO+n97gcAVK1ciVnTJhltLEVRKF2jEQmJiQDM/ms0VSsGGW08gK17DtDr80EZ2iqUDaBi2QAqlQsgqHQpnB0djDqHF5GWlsbN8AjOXQrh8IkzHDx+iiMnz5GUnPzE11taWlC5fGlaNXyDxm9UN+rPoCgK5y5eZs3GLazdtIVzFy8/9hqX3Lno3LYF3Tq0wcfL02hzMbbYuDgWLl7CP7Pncv3GTbXdx9ub8aNHUjqglAlnJ4TILAnsmSSBXQjzcOzESdp06gpAqRLFWbF4vtHGunM3lvJ1mgJgb2fHiZ3rjbqcIiIqmqY9PiIq5jYA1SqUZcpvg7DLJpVPUlJTOXXuIpt37Wfdlt2cu/zksox2trY0qFWFtk3qUr1CeaysLI06r/OXLjN74VIWLV+jfvi6z9LSksZ1a9PzzfYElQnMlstlIL2C0fhJUxg9bqLaZmNjw8+DBtCudUsTzkwIkRkS2DNJArsQ5uHGzZvUapAeor08Pdj533qjjXX63AWadU5fflOkoB8b/p1ltLHS0tLo9fkgtu87BICHW15W/TMW1zzZc4dPgMvXbrB+627Wb93N4ZNnnvgat7wutGr4Bm0av0FJ/8JGDcx3Y+NYuGwVM+Yv5tqNx8snli5Vgl5d2tO0Yd1sV9v9vk2bt/L5N98TFxentr3VrQsDvv5SKskIkY1IYM8kCexCmIeEhERKV6wKpN9BPHVor9FC3qZtO+n76TcA1KhSkRnjRxllHIDJcxbzy9hpAOh0OmaM/pnqFcoZbbysFhYRyYoNW/l3zX+cvXjlia8pXqQgbRrXpVXDOkatNmMwGPhv+y7+nrOI3QcOPXbd092Nnl3a06VdK3Lde1A3O7l8JYT3Pv6M8xcfVDVq36YVv/w4SEK7ENmEMQK7/NcvhMgy9vZ26uY4KSkpJCQkPucdmXcz7JZ67O1pvAdbT5+/xO8TZ6jn/bq1z1FhHcDL3Y2+b7ZjzcxxrPrnT/p0boO7a8aHIs9evMLwcdOo3qYnw8dNM9pcLC0taVCnJrMnjWbVvOl0aNUMGxsb9Xp4RCQjxkykRrP2bNq202jzMJZCBf1YNHcmjerXU9sWLVnGzyN+M+GshBCmJoFdCJFldDodHg9tVDRnwUKjjXXn7l31eOfeA9wIDTfKOCs2bsuw+ZGTo4PZ1Fo3hpL+hfn+47fZueQfpo8aQsuGdTKs009LS2PS7MVPfYBV07kUK8qIQd+wc80ivni/Lx5uD+7sx8XF87+JU40+B2NwcnTkz1G/0r5NK7Vt1twF3H3o32khxOtFArsQIku1btFMPf79f39y+Ogxo4xTv3YNdbfMm2HhdH/vUyIiozQfp1Htqtg/tCvn7xP/ofvH33PzJWugZzdWVpbUrlKB/w3+kr0rZ9G4TnX1mrtrnixdR+6aJw8fvN2DrSsX8MvAr9X2sxcuPbd8pbmytLTklx8HUcDXF0hfCnTzKRtNCSFyPgnsQogs9f47fSlXpjSQXh3jk/5fc+eO9ncOS/gXYeLvQ7G+twnNlavX6f7+58TcvqPpOGVLFWfF339SpmQxtW33oWM06f4BU+YuITk5ewbGl+Hs6IDCg+eh2jSua5L11rY2NnRq3Rw/3/wA6PUGzl14vCxkdmFhYUH+fD7qeditW894tRAiJ5PALoTIUjY21oz+fTjO9x4IvHEzlG8GDsYYD8DXqlaZMcOHYGmZXnrw3IVL9PywP7Fx8c9558spXCAfC//6jY96dVaDamxcPMP+nELdzu+wYOV69HqDpmOak6iYO2zavlc979CsgQlnAwEl/NXjk2fOmnAmr87Tw109Dg+XwC7E60oCuxAiy+XPl48RPw1Rz9dv/I+Zc4xTk71R3Vr8NvhbtRrN8VNnePuTr0lMTNJ0HGsrKz7r2535E0bgl89bbQ8Nj+CbYaNp0v191mzemWG9e06xbP1m9Ib0DyRBXVfimAAAIABJREFUgSUoUtDXpPMJKPHgtx0nz5434UxenddDD0yHyx12IV5bVqaegBDi9dSoQT26v9mZmXPmATD019+xsbGmU/u2mpd6bN2sEQmJSQwY9jsA+w8fpUXXPnz49ls0b1gXKyvt/ioMLl2KtbMnMG/ZGsZOn0fUvSU4F0Ou88H3w7CztaVcQDGCS5ciuEwpggJLZKvygwaDgfNXrnH01FmOnjzL0dPnOHfpwSZL7U18dz0hMZHwWw+eHzh5+pwJZ/PqHv6AFyZ32IV4bUkddiGEySQnJ9Oh61ucPP1gY576deswbMhAXPPm1Xy8KTPnMeyPcRnaChbIzwd9etCicX3NH5SMT0hk+vxlTJqzmLj4hKe+ztvDDb/83vjl86FAPi/88vtQML83BfJ54+TooOmcXlRySiphtyIJvRVBaHgkZy9d4eipcxw/c56Ep/x2wt7Olj0rZuFsgjnH3L7DnMXLmD57AdEPPadQwr8Iq+f/neXzeVWxsbEMHjaCpctXqm0d2rZm+E+DTTcpIcQLkY2TMkkCuxDm6/qNG/R59yMuXHqwUYybqyvDfx7MG7Vqaj7eP/MWMXL8FOIeWcee1yU3rZs1okOrZhQvWljTMWPu3OWvWYtY/d8Orr9keUnXPC5qePd0d8XJ0QHne19O976cHR3VYydHB2xtrElLSyMlNZWUVD0pKamk6u9/T1XPk5NTuRUVrYbym+ER3Lx3HBVz+4XnqNPp8C9YgE/e7kqTN6o//w0aOnryNLMWLGHl+k2PPeDr4ebKqJ9/oFolzf6faXSKorB2/UZ+Gv5rht8U+ObPx/RJ4ynk52fC2QkhXoQE9kySwC6EeUtKSmL4yP+py2Pu69a5I9/0/wx7e3tNx7tzN5bpcxYyfc5CYh/aBv6+MgElad+yCS0b1yeXs7OmY4dFRHLo+GkOHDvNwWOnuBUZTbjG5SYtLCyMWgvewy0v5UoVp2ypYpQtVZzSJf2z9K56UlIyK9dvYuaCJRw/deax6/m8vXi3V1fat2iibtSVHVy/cYPBQ4ezeev2DO2tWzZn8Pff4OyUfZZOCfE6k8CeSRLYhcgetm7fydcDBhERGam2FS5UkJHDh1ImMEDz8e7GxjFj/mLmLl5O6BPWB9va2tCobm06tGxK1YpBRilVmJKayo2wW4RcDyXk+k1CboSlf78eyvXQMFJSTfOQqoWFBZ5uefH2cMPH04P8Pp6UKelP2VLF8fZwe34HRnDl6nXmLF7GwmWruHM39rHrASX86dmlAy0bN8DaOvs8opWamsr0mbMZM35ihoeh3VxdGfjdVzRr3MiEsxNCvCwJ7JkkgV2I7CM6JobvB//E+o3/qW1WVlZ89F4/+vZ+C9uHtqHXisFgYOfeAyxavpr1m7eTkpr62GvyeXvRrkUTGtWtRfGihbOkzrjBYCDsVhQhN9LDfPTtO8TGJxCXkEhcfAKxcfHExScQl5Bw7zyB2Ph4DIb0u+s2NtbYWFlhY2ONtZU1NjZW975bY32v3dUld3oo93LH28Mdb083vD3c8XDNi5WVpdF/xue5fecuO/ceYOGyVWzbve+x6zY2NjRvWJduHVpTNrCU5g8sG1N8fAJ79u1n1JhxnDn34OFYnU7Hmx3b0//Tj8iVK5cJZyiEyAwJ7JkkgV2I7EVRFBYvXcaPw34lPuHBw5penh7069ObTu3bGG2pw+07d1m+ZgMLl6/i5JknlwTM45KbSkHlqFKhHFUqBFGsSCGzCYqKoqA3GLCytDSbOb2MiMgo9h06eu/rCGcvXHri63zzedO1fWvat2xK3jwuWTzLzElNTeX4yVPs2rOPnbv3cPjI0cfKfJYoVoyfBw+gfNkyJpqlEOJVSWDPJAnsQmRPV69d54tvvufQkaMZ2vO4uNC+TSu6dGyPXwHj1fw+eeYci5avZunq9U9cgnGfax4XKgWnh/eqFcpTpJBftgzLpnDjZhj7Dh1h3+H0kH455NpTX6vT6ahTvQrdOrahVtVK6oZY5kqv13Py1Gn27DvAnv0HOHjocIYPoA+zt7fj4/ffpVf3rlhrXK1ICJG1JLBnkgR2IbIvvV7PzLnzmTh5GpFRGR/O1Ol01KxejW6dO1KnVg2jBbjk5GQ2bt3J2k1b2XPg0HMrqLi55qVi+TKULFaUYkUKUbxoEXzzeWfJMhpzpSgKtyKjOHPuImfOX+D0+YscOHyMm2HPrppjZWVJ6ZIlqFGlIu1aNKFAfp8smvHLMxgMnDx9hj379rN3/wEOHDxMXPyzd9UtXsyfGtWq0uPNTuTPly+LZiqEMCYJ7JkkgV2I7C8xMZF5CxczbcZsboaGPnbdx9ubLh3b0bFtG9zcXI02D0VROH/pCnv2H2LPwcPsPXiEmIfqfj+Ng709/kUKUrxoYYoVKUzxooUp7l8Et7x5jDZXU0lMTOL85Sv3wvlFzp6/yJkLF1/oz8nGxoZygSWpHFyOikHlCCoTgIPGVYK0kpySwomTpzhw8DD7Dx1i/8HDxD2h6tDD8vl4U7liBapXrUL1KpVxdzfNA7xCCOORwJ5JEtiFyDkMBgNbt+9k1rz5bNuxi0f/DrO2sqJhg3p069yRisFBRl+akpaWxtkLl9h78Ah7Dhxi78Ejz1w+8yjXPC745vPB28sDb897X14e+Hh64O3liVvePGa39CMlNZWw8AhuhoWrX6Fht7gZFs7VGzcJuXbjhctKOtjbE1Q2kEpBZakUVI6yASXMthRjbGwsB48c5cChwxw8dISjx0+QnJz8zPd4eXlSpVJFqlaqQJVKFeUuuhCvAQnsmSSBXYic6eq168xdsIhFS5YRHRPz2PWihQvTsV0bOrZrjbPG9dSfJi0tjdPnLnDi9FnOXrjE2QuXOHfh0kttRPQwKytLPN3d8fb0IHcuZ4LLlaawny+F/HwpkD+fUarmQPpvEqJv3+bK1etcunKVfYeOcvFyCDfDwomIin7sg9KLcHJ0oLh/EYoXLUwJ/yIElihGQIniZluCMSkpid1797Fj1x727j/AmXPnn/tze3q4U6VSRapUqkjlihUo4JtfnmcQ4jUjgT2TJLALkbMlJyezZv1GZs9b8NgDqgBOjo50at+Wnt3exMfH2wQzhIioaDW83w/y5y9eJjEp6flvfgoLCwvyeXtSqEB6gC/kV4BCfr74+nhjZ2eLlZUV1lZWWFlZqsePrqOPi0/gytVrXL56jStXr3M5JP34csg17sY+e3nHs+ZVsEB+SvgXyfCVz9vL7MNrcnIy23buYtWadWzavJWExMRnvt6vgC8Vg4OoEFSeCkHlKehXwOx/RiGEceXIwK7T6fyBtkAjwB/wBGKAPcD/FEXZrMEYEtiFeE2cPnOW2fMXsmzFqsfClqWlJY0b1uftt7pTpnSgiWb4QFpaWvqSktBwbobfIjT8FqFh977f+7q/7jt3LueXWmrzNJaWllhZWarhPTOh3MLCAk93N3y80pft+Hh64OPliY+3Jz5e6R8g7O3tXnmuWSU5JYWdu/awau06Nv635akPilpYWFCqZAkqlC9HxeAggsuXkzXoQojH5NTAPg/oBJwCdgDRQHGgJWAJfKIoyphXHEMCuxCvmfj4BFasXsO0GbO4eOnyY9crBgfRp2d36tWpbdbVWxITkwi9dYvomNucOnuByyFX1bvg12+GZWppyotysLenkF9+Cvr64l+kIJWDy5HfxwcPN1ezXcbyolJSUtm1dy+r1qxjw3+biX3KB5dCBf2o90ZtqlepQlD5sjg5OmbxTIUQ2U1ODew9gaOKohx+pL02sAFQgIKKojxeFuLFx5DALsRrKi0tja3bdzDl75ns2bf/sesF/QrQu0c32rRsgYODeVYjeZrk5GSu3rjJpSsPlrFcDrlG2K0IUlNT0ev1pOr1pKbq1eNHWVtZ4eebj4IFfClUID+F/HzTj/188XBzzXHLO06cOs3cBYtYs24Dd+7efeJrCvj60qxJQ5o1akiJ4sVy3J+BEMK4cmRgfxadTrceaAC0VxRl8Sv0I4FdCMHJ02eY9s9MVq5Zh/6R8Ork5ESbFs3o0qkDxf2LmmiGxqUoCgaDAb3eQEpqKgaDAWcnR6yssvfd8udJSkpi1dr1zJm/kCPHjj/xNfnz+dCscSOaNm5IQMkSEtKFEJn2Ogb2VUBToLWiKMteoR8J7EIIVWhYODNmz2XuwkVPXArRomlj/vj1FwltOcCxEyd5+/2PiIqKfuyat5cXTRs3pHnjhpQODJB/3kIITRgjsJvtbRWdTucH1AMSgG0v+J6nJfISWs1LCJH9eXt58vUXn/Lhu++wcMlSZs2dz+UrIer1FavX0qdnD0oHlDLhLIUW5i/6N0NYt7G2pnHD+rzZqQPB5cuZ9fMLQghxn1n+TaXT6WyB2YAtMFhRlMcLLAshxCtydHSgZ7c32bByKTOnTqJk8WLqtSNHj5lwZkIrNg/VqW/coD47/lvHH7/+QsXgIAnrQohsQ5M77Dqd7grg9xJvma0oSren9GUJzASqA/OB31+006f96uHenfegl5ifEOI1otPpqFalEu1at+TnEel/5Rw5foLuJp6XFgwGA9Ext4mIiiYyKpqI+1+RUUTH3Mbezg53N1c83F3xcEv/cnN1xd0tLzbW1qae/ivz8vTIcOyaN68JZyOEEJmj1ZKYi8DL7P5x80mN98L6LKADsADoppjzInshRI7ycG32o095ONFcKYrCuYuXWbNxC4ePnUgP6NExRMfcJi0tLVN95nHJnR7m3VzxzedD9crB1KhckVzOThrP3ngeDuzht26ZcCZCCJF5mgR2RVHqvWofOp3OCphDelifA/RQFMXwqv0KIcSLCihZAisrK/R6PZevhHDnzl1y585l6mk9VXJyMmcuXGLjlh2s2bSFS1euatp/zO07xNy+w7kLlwCYu3gZVlaWBJctTZ3qVaheuQL+hQtia2ur6bha8vL0VI/DJLALIbIps3joVKfT2ZB+R70VMAPopShK5m4JCSFEJtnZ2VHcvygnT58B4OjxE9SqUc3Es0oXERnF8dNnOXP+ImfOX+Ts+YtcCrmGwfD8+xp5XHLj7poXt3tf7ve+8uZxISExiYjIKG5FRhERFaUeR0U/+c68Xm9g78Ej7D14BEjf/dM3nw/FihTEv3Ah/IsUonJwObw83DX/M8gMT48Hd9ivXrtOQkJitqu3L4QQJg/s9x4w/Zf08o1TgXckrAshTGHr9p2cOXdePY+Lf/Lul1klIiqaNRu3sHLdJg4cef5DsA729tStWZUGb9SkoK8vbq55cM2bJ1Nr0Q0GA1HRMURERRMeEcnRE6fYvGMPJ06fzfC6tLQ0Qq5dJ+TadTZs2aG2lw0sSYM6NWlYpyZFCvmZrGSit5cnTo6OxMXHExUVzbsff8rkcWPM+rcCQgjxKJPXYdfpdNOBnkAkMJ70nU0ftUVRlC2vMIbUYRdCPNPZc+fp2K0ncfHxAJQJDGDejGlZHuxu37nLus3bWLluE7v3H3ru+vMC+X0oXzqAxvXqULtaZezsjDvfiMgotu7ay9adezlx+ixXb9zkef8fKVggPw3r1KTBGzUpXzogy6uzzJg9jyHDhqvndWrVYMLoP7Cxyf4P1QohzE+O3DhJp9NtAWo/52VDFEUZ/ApjSGAXQjxVREQkbTp3IzQsDAAfb2/+nTsTd3e3LBk/Lj6BjVu2s2LdJnbs2U/qI7uwQvrSk/JlAihVzJ8S/kUo4V8E/yKFcHJ0yJI5Pk1SUjIXr4Rw/tIVzl+8zJETp9h36OhTl+q4uealfq3q1K9Tg+qVgrPsA9G4vyYzasw49bxh/bqM+X0E1jmgEo4QwrzkyMCeFSSwCyGeJjExkTd7vs2xEycBcHJ0ZMGsvylezN/oY+85cJgZ8xezecdukpNTnviaiuXL0rxRPZrUr4Nb3jxGn5MW7tyNZfP2XWzYuoOtO/eSkJj4xNe55M7FW53b81bndrhkwcO9o8aMY9xfk9Xzju3aMGzIQNnhVAihKQnsmSSBXQjxJGlpaXz0+Ves3bARAEtLSyaPG0PtmtWNOu6J02cZPnoCu/Y9+e+kMgElad6oLs0a1MX7obKE2VFycjI79x1kw5btbNy6k6jox/fBc7C3p2v7Vrzbqxt5XHIbbS6KovDL738w9e8Zatt3X35Bn545oeK+EMJcSGDPJAnsQogn+WvqdH4dNVo9//GH7+jauaPRxktJTeXPSX8z8e/Zjy0ZKeFfhGYN69K8YT38fPMZbQ6mZDAYOHz8JBu37GDVhs3cCA3LcN01bx5+/PZzmtSrY7Q5KIpC/+9+YOnylUD6plmzpk2iSqWKRhtTCPF6kcCeSRLYhRCP2n/wEF179VWD81vdujDw26+NNt7pcxfoP3Aop89dUNssLS1p27wxfbp1oliRQkYb2xzp9XpWb9zC+Gkz1Trv9zWpX4fBX3+Gu6txdiVNTkmhW6++HDpyFEjfXGnlvwvI4+JilPGEEK8XYwT2rH1UXwghzEBkVDSf9P9aDetB5crybf/PjTKWXq9n3NQZtO7WN0NYrxxcjnULZzBi0DevXVgHsLKyomXj+qyeN51xv/2E50MP+K7ZuIVG7buzdPX651agyQxbGxvG/vGbGtDDwm/x7cAhRhlLCCG0IHfYhRCvFYPBQK9+77Nz914A8ri4sGLxfLy9PJ/zzpd38XII/QcN5eiJ02qbra0NX330Lm91bpel5Q0VReH23VjCIqIIj4gi7FYkEdEx2NrYkNclF3ldcuOaJzd5XdK/HOztsvRhzLuxsQz7YxwLlq7K0F63ZjV+/r6/UTZi2rR5K+98+Il6/tPA73mzUwfNxxFCvF5kSUwmSWAXQtw3ZvxERo+bCKSvX546YazmD5mmpaUxfc5Cfh83KUP1l3KBpfj9x+8pXLCApuPdZzAYOHLqLMdOnScsIjJDOA+PjCY55cmVaJ7E1saGvHly43ovzOfz8qBKUBmqVyxHXiM+GLp9z36+/XEEN8PC1TYnJ0d+GfAVzRrW1Xy8wUOHM3POPABsbW1ZMn82xf2Laj6OEOL1IYE9kySwCyEAdu7ew1t931OXPnzQry+ff/yBpmPcjY3j3S++Y8+Bw2qbtZUVn77Xh77dO2Nlpf0G0zfCbjF2+jzWbd3F7buxmvf/MJ1OR0DxIrRtXI9OLRtib2en+Rhx8Qn8OmYisxYuydD+Sb/efNKvl6ZjJScn06ZzN87e2+G2mH9RlsybhZ0Rfi4hxOtBAnsmSWAXQgC07NCFk6fSl6dUqVSRGVMmYmlpqekY3/40gvlLVqrnpYr789uQ7yhZTPu7trHxCUycuZCp85aQkpL63Nc7Otjj5e6Kp7srXu5uuLvmISU1leiYO0TfvkvMnTtE3b5LdMydF7ob7+qSm56dWtG9bTNyOTtp8SNlsPfgYb4ZMoKQ6zfUtj+HD9H8Tvv5Cxdp1fFNkpOTAfjh26/o2e1NTccQQrw+JLBnkgR2IURYeDjV6zYC0u94b9+4VvOdTI+dOkOb7u+od/D79ezKZ+/1wUbj3TT1egPzV6zjf1NmExVzO8M1D7e81KxUnoK++R4K5654urvh/IK7oiqKQkJiEtG37xB9+w6RMXc4efYC2/cd5sjJMxgMaRle7+ToQLe2zejVqRXuGm/udDc2lg++GsjOvQcAyOXsxOr5f+Oj8TMH0/6ZydBfRwJQ0K8AG1YuzdJnDIQQOYcE9kySwC6EmL/oX74b9CMA1apUZubUvzTtPy0tjY69P+DQsRNA+sOSU0aP0HQMRVHYuucgv4ydyvnLVzNcCyxRlG/e703V4DJGfVj0blw8S9dtZtKsRdwMj8hwzdbGho4tGvJejw54afhh6G5sHM0691LrtlepUJ6ZE/7Q9Lcj8fEJVK/XkNjYOACm/zWeWjWqada/EOL1IWUdhRAik7Zs36Ee16lZQ/P+l61er4Z1G2trBnzxkab9n7l4hbc+/YHeXwzKENa9Pd0ZNfALlk75g2oVyhq9sksuJ0d6tGvO5oVT+G3AZxTxy69eS05JYebilTTr8RE79h9+Ri8vOaazE6N+/kG9473nwGGmzJynWf8Ajo4OtG/dSj2//yCqEEKYAwnsQogcLyUllZ279qjndWppG9jj4hMYPmaCet6ra0cKFsj/jHe8nFn/rqJFz4wh2NHBni/69WDTvL9o3bhuli/fsLayol3T+qybPYHxw74jsMSDNfoxd+7S87OB/DVrkWa1zSuWL8P7vbur56PGT+HE6bOa9H1f1y4PdrndvG07V69d17R/IYTILAnsQogc78Chw8QnJADgmz8fhQsV1LT/CdNmEhEZDYCHmysf9OmhWd9zl65h4O/j1XXjFhYWdGndhP8WTOaDtzphZ2ur2ViZYWFhQeM61Vk29X9MHzUED7f03UnT0tIYMX463w4fo9lYH/XtSdnAkgCk6vV8+v2PL1Wq8nkK+flRq0Z6iU9FUZg1b4FmfQshxKuQwC6EyPFOnn6wcVHVypU0XzaybvM29fjrj9/F6QUf7nweRVH4c/pc9bxMyWKsnjGWoV99qPnDna9Kp9NRu0oFlk8bTXCZUmr7ghXrNVseY21txaiff8DB3h6AS1eusnHLjue86+X06NpZPV61Zq3sfiqEMAsS2IUQOZ6jo6N6bIwAlpiYpB5XrlBes35Db6VvfgTpS2Bm/zmMYoX9NOvfGDzc8jL7z2E0rvNgM6rhY6eRlpb2jHe9uEIFfHm7+4NQvXztBk36va9mtao4OaWXqAwLv8WVkKvPeYcQQhifBHYhRI7n5ppXPY6MitK8f71Brx5baVi55MjJM+pxmZLFcHSw16xvY7KxtmbQZ/2wt0tfrnPq/CWWrtusWf+tmjZQj7fs2MPtO3c169vKyooqFSuo57v27NWsbyGEyCwJ7EKIHM8174PAHhUVrXn/aQ/VJbfQMLAfPvHgocryAcU16zcreLq78naXNur5yEkzSbq3MdGrKlTAlzIBD9ayr920RZN+76tSuaJ6vGvPPk37FkKIzJDALoTI8dxcXdXjSCMEdr3BoB5balit5eE77OUDS2jWb1bp+2Y7XPO4ABAaHsH0+cs067tVkwd32Zet0XZZTLUqldXjPfv2a7acRwghMksCuxAix8sY2KM0X8dueCjQWVpq89dqSmoqx89eUM/Llsped9ghfQfUT9/uqp5PmLlQs7vszRs+KGW59+ARwm5FPOcdL65Y0SK43ltGdfvOHU6fPadZ30IIkRkS2IUQOZ6Dgz0uuXMDkJKSwp59BzTt39npwUOtuzWqiGKhs8iw1ObClez58GOnFo3UP5+4+ARCb0Vq0q+7myvlAh9Uozl/6Yom/UJ6xZvg8uXU84sXL2nWtxBCZIYEdiFEjqfT6WjepJF6PmfBQk37b92koXo8ZZY2O2RaWVnSsmEd9XzY2KnZcmlGQlISsXHxQPpmS/m8PDTr287OeDXo87i4qMdx8fFGG0cIIV6EBHYhxGvhzU4d1OP1G/8jIkKbO70APTq3w9rKCoCDR45z6OgJTfr9/J3u2NrYAHDizAWWb9iqSb9Z6cz5y+px0UK+2FhbG2UcrWvrOzs7qcexsXGa9i2EEC9LArsQ4rVQvJi/usxBr9ezcMlSzfr2dHej5UMPQWp1l93H050+nVur579P/EezNeBZ5eS5i+pxKf8imvb98LMI2sZ1cHZyVo9j4yWwCyFMSwK7EOK10bXzg7vscxcsxvBQdZdX9fBmPuv+20bItRua9NuvewdcXdLX398Mj+Cn/03KVktjTp1/sP67lH9hbTt/6Nlhre+wOz30XEKc3GEXQpiYBHYhxGujcYP66trkm6GhLPxXu7vsxYsWpna19HKAiqIw8JeR6PX657zr+ZwdHfj8ne7q+dxla2nz9ufsPXz8lfs2tp0HjrBh+271vFQxbQN7XEKCeqx5YHd0UI9jZQ27EMLEJLALIV4btra2dO7YTj3/afhvnL9w8RnveDn9ej4oYbh9z36+HjJck7vhnVs1pmGtqur58TPn6fLBN/T9aohZVo9RFIUpc/7lrU9/4G5seth1d81D6RL+mo2xe/8hjp9Kr1Ov0+kokD+fZn0DnDl7Xj3O+9ADqEIIYQoS2IUQr5UP3nmbooXT7/QmJSXxcf+vSUpK0qTvKhXK8+Hbb6nnS1atY9CIP1657rtOp2P0kK94t3sH9SFUgE079tGk+wcM+G0cEdExrzSGVhISk/hk0K8Zqtq4u+Zh4i8DcLC302SMtLQ0hv0xVj1v27wx+bw9Nen7vs3btqvHtWpU07RvIYR4WRLYhRCvFXt7e8aM+hVb2/SSgOfOX+DnEb9r1v9n7/Whc5sW6vnshUsZMXrCK4d2W1sbvnqvJ5vmT6Jtk3rqEhCDIY05S1ZTt2Nfxk6fR6JGHz4y48zFK7Tv15+VG7epbUGBJVg+bbSmO7UuW72ek2fS74Db2dny+ftva9Y3wOWQEK6EpP/mwt7ejkoVgjXtXwghXpYEdiHEa6e4f1F++OZL9XzugkWsXrdek751Oh0/ffdFhqoxk2bMZeyUfzTp38fTnd9/+Jzl00ZTrUJZtT0+IZFRk2dSt+M7LFi5PsuqySQnp7B03WY6vfcVTbt/wJkLD8o4vtmmKXPGDcfT3fUZPbycxMQkfh83WT1/u1tnvD21q+0OsGXrg7vr1atUUT/cCSGEqViZegJCCGEKnTu0Y9fefaxemx7Uvx/8E+XLlsXb69WXVlhaWvLb4O9ITExkw5YdAPwxYSpWVla827OrJg9IBhQvwszRQ9m65yDDx07j3OUQAMIjo/hm2GgG/T6B4DIlKVuqOKVLFKV0CX98PN01GTssIpI9B4+x5/BxNmzbQ8yduxmu21hbMaT/+3Rq0egpPWTe5JlzCQ2/BYCba17eeetNzcd4eDlMnVo1NO9fCCFelu5Vf02bHeh0uoNBQUFBBw8eNPVUhBBmJDY2lubtOnHtKHq7AAAfAElEQVT9xk0AAkqVZO7fU3F8qELIq0hOSaHvp9+wY89+ta1xvdoMH/gNuR7amOdV6fUGFq/eyKjJM4mIevpadtc8LunhvaQ/ZUr4E1i8KLlzOaHXG9AbDKTq9enHej16g0E9TtUbuHzthhrSQ67ffGL/VpaWNKhVhfd7dCKguPY11yf9M4cRYyaqbUO//5Iu7VpqOs7Bw0fo3KO3uv5+x6Z1mnyIE0K8PoKDgzl06NAhRVE0W08ngV0I8Vrbd+Ag3Xq/o9Zkf6N2TSaO+QMrK21+AZmQmEivD79k/+GjaluB/D6MHfEjgSWLazLGffEJiUyfv4yl6zZz6ep1Tft+lnxeHnRu1ZiOzRvg7ppX8/4NBgM/j/yTf+YtVtvKBJRk0fTxmv1zAoiNi6NFu05cu55eQ79mtar8PXmCZv0LIV4PEtgzSQK7EOJZ5i5YxIAhP6vn3Tp3ZPCAbzWr7Z2cksKwUeOYueBftc3G2poB/T+ia/vWmtcQB7gRdosjJ89y/Mx5jp8+z/GzF4iLT3j+G1+ArY0NwWVKUqV8GSoHlSYosASWlpaa9P2opKRkPhvwE+v+26q2VQ4ux1+jhpHL2fkZ73x5/b8dwJLlKwFwdnZi9b8L8fHx1nQMIUTOZ4zALmvYhRCvvS4d23P9xk0mTpkGwKx5C/D1zc/bPXto0r+tjQ1DvvmMSkFl+fanEcTFJ5CSmsrAX0ax7+ARhg74CueHdtbUQj4vD/J5edCsXk0gvRTileuhHD9znmOnz3H8zAVsbazZf/QkVpaWWFlZYm1phZWVFVZWlmqblZUV1laWuOTKRcVyAVQuX5qypYpja2Ot6Xyf5PrNUD75dgiHj59U25o1qMvvP32fobylFlasXquGdYCfBg6QsC6EMBtyh10IIUgPtJ999R0r16xV28aO+o0mjRo8410v7/LVa3z41UBOn7ugtnl7efDDFx/TqG4to9xtz46WrdnAD7+MJC7uwS6jvbt25LvPPsDCQtsCZzdvhtK0bQdiY+MAaN2yOSN/+fk57xJCiCczxh12KesohBCAhYUFvw4dQoWg8mrbF98O4MChw5qOU6iAL4v/nkiXtg8elgwNu8X7Xw6g14f9uZKFa8/NUXhEJB9+PZDPvv9RDeuWlpZ8//mHDPjiI83DenJyMp99/Z0a1n3z52Pw999oOoYQQrwqCexCCHGPra0tE//8g0IF/YD0MNf3g485e+78c975cuzsbBk64EtG/zII1zwPtr3ftnsfjTu+xZhJ00lOSdF0THOn1+uZNnsBDdp2ZfWGzWp7gfw+LJw2jj7dOmk+ZnJKCu998rn6oczCwoKRw4fi7KRdBR8hhNCCBHYhhHhIHhcXpk4Yi+u9aid378bS85331cohWmrRqD4bl8yhe8e26lKYlJQU/jdxGk079WTn3gOaj2mODh09Qatuffl55J8ZHoxt37IpK+dOp1zpAM3HTElJ5ePPv2Lr9p1qW/9PPyK4fDnNxxJCiFclgV0IIR7hV8CX6X+Nx+nendZbERG81fddIiOjNB8rdy5nhnzzGUtmTspQ5vFyyDW6v/cZn3w3hAgjjGsOYm7f4buffqV9r/cyrOkvWsiPOZPG8Ovgb3HSqCb+w/R6PZ999S0bN29R2z589x369eml+VhCCKEFkwd2nU7nq9Ppxut0ur06nS5Mp9Ml63S6mzqdbrtOp+ul0+mMX4pACCEeEVCyBJPG/g+be9VIQq5eo/e7HxAbG2uU8cqUKsGSGX8x+OvPcHqoYsyKtRup37YbM+b/q9aKz+5SU/UsWLqKBm27Mm/JCrXdzs6W/h++w8p506lSofwzesg8g8FA/28HsHbDRrWtX59efPrhe0YZTwghtGDyKjE6na4OsAzYC1wCogFXoAngC2wBGiiKon+FMaRKjBAiU9Zv+o8PPu2v7nxZuWIw0yaOw87Ozmhj3oqIZOgf41ixdmOG9lLF/en1ZgeaN6qneVnDrBARGcWcxcuZ9+9ywiMiM1yrV6s6g776hPxGLKVoMBj4asAglj5UvrFX9658/3V/qc4jhNBMjtw4SafT2QB6RVHSHmm3BtYDdYBOiqIseIUxJLALITJt4b9L+eaHwep5i6aN+ePXX4we8nbsPcDAX0Y+VjnG29ODD99+i/Ytm2Jtbf7baYTdimDSP3OY++9ykpMzPkzr4+XJ4K8/pX7tGkadQ1paGt8N+pGF/y5V27TeIEsIISCHlnVUFCXl0bB+rz0VuP83q3/WzkoIIR7o0LY1X3/xqXq+YvValq1cbfRxa1SuwJr5f/Ppu73VpTkAoeG3+H7ob9Rv+yaLlq9Gr8/0LyCN6kZoOAN/GUWdFp34e+6iDGHdzTUvn77bm/WLZxo9rCuKwo/DRmQI6507tGPQ999IWBdCZAsmv8P+NDqdzhJYDTQEWiqKsuI5b3lWX3KHXQjxyr4dOIQFi5cA4OTkxKp/55M/X74sGTsyOoaFy1YxbfYCoqJjMlwr5OfLJ/1607xhXc3rlGfG9ZuhTJg2i0XLV5P6yIeJ0qVK0Ld7ZxrWrYWNtfEfUVIUheEj/2DK9BlqW/s2rfjlx0Fm8WclhMh5cuSSmPt0Op0b8CGgA9yBBkBRYA7QTXmBiep0uqcl8hJBQUEOEtiFEK8iPj6B5u06cfXaNQAqBgcxe/pkLC0ts2wOCYmJzJz/L5NmzCXm9p0M14oVKcSn7/YxyY6pqal6jpw4xeIVq/l35Vr0+owPyJYLLMXH/XpRu1rlLJ3b6HETGDP+L/W8RdPGjBw+NEv/mQkhXi85PbCXAE4/1KQAI4Hv7i2PeZE+JLALIYzq8NFjdOreS63Y0v/Tj3ivb58sn0dsXDz/zFvE5BnziI2Ly3CtVHF/mtSrQ1DZQMoGlsTB3l7z8dPS0jh74RI79x5g576D7D90lITExMdeF1yuNB+/04salStk+YeIv6ZO59dRo9XzBvXe4M+Rv2KdBXf2hRCvL7MN7Dqd7grg9xJvma0oSren9GUJ5APaAD8Cp4BmiqJEv8L8ZEmMEEIzY8ZPZPS4iQBYWVmxaM4MSgeUMslc7tyNZeqs+Uyfs4D4hMcDs6WlJSWLFSW4bCDBZUsTXK403p4emRorNPwW23bvY8fu/ezef5DoR+7wP6xycDk+fqcXVSqUN8k68Rmz5zFk2HD1vFaN6kz8849sWV1HCJG9mHNg30R6yH5RyxVF+eoF+u0MzAXGKYry4SvMTwK7EEIzer2ezj16c/joMQAK+PqybMFscuXKZbI5RcfcZtKMucyYv5ikpORnvtbHy5MK5ctQIJ8PhQsWQK/Xk5ScTFJyMsnJKfe+kklKTlHbz56/yLmLl5/Zb34fb6pVCqJts8ZUCjbdjqFT/57JsN9GqueVK1Zg6oQ/sTfCbxqEEOJRZhvYjUWn0+UGbgMnFUUJfIV+JLALITQVcvUaLdp1Ij4hAYD6deswYfQokz/IGBkdw9adezh09AQHj53g/MXLGOvvedc8LlStGES1SsFUq1SBAvl9jDLOi1IUhbETJvG/cRPUtvLlyvD3pAk4OTo+451CCKEdYwR2cy/ge/+uvXnWLBNCvLb8Cvjyy0+D+PiLrwHY+N8WJk39m3f79jbpvNzy5qFdiya0a9EEgLuxsRw+doqDR49z8Mhxjpw4RWJSEpAeuKNibr9w3zbW1lQMKkutqpWoUaUixYsWNvkHlPueVA2mQlB5powfI2FdCJHtmTyw63S6ysBxRVESHml3Au4/LbQqyycmhBDP0axxIw4fOcb0mbMBGDlmLGVKB1KtSiUTz+yBXM7O1K5emdrVKwPp1VxOnTvPwSPHATh87CR2djbY2NhiZ2uDna0tto9+t7HBNW8egsuVNsoDrK9Kr9fzw49D1ZKbADWrVWX86FE4OJjffIUQ4mWZfEmMTqdbSvpupluBq0AC4As0AVyAXUAjRVHintbHC4whS2KEEEaRmppKt97vcODQYQDy5s3D8oXz8PbyNPHMXg8JCYl83P8rNm/drrY1rF+X//02XB4wFUKYRI7c6RSYTPod9JJAD+BzoD5wEOgH1H6VsC6EEMZkbW3NmJEjcHN1BSA6OoaPPv/ysVKLQnuXLl/hzZ59MoT1Ni2b8+fIXyWsCyFyFJMHdkVRVimK0lVRlGKKouRWFMVaURQPRVHqK4oySVEUWb8uhDBrnh4ejBk5Qt2M5/DRY7Tt3I1Tp8+YeGY5U1JSEiNHj6Vp6/YcP3lKbX/vnT78NuwnrKxMvtpTCCE0ZfLALoQQOUHlihX49svP1fNLl6/QpnM3Ro+bQErKC+39Jl7A5m3badyqHeMnTSFVn34/x9LSkh9/+I7+n3xkkprvQghhbBLYhRBCI726d+WPEcOws7MD0h+GHDP+L9p06spJudv+SkLDwnn/ky94+72PuHb9htpevmwZls6fTdfOHU04OyGEMC4J7EIIoaGWzZuycvF8gss/2DjozLlztOnUlVFjxpGckmLC2WU/qampTPl7Bg2bt2bdxk1qe+5cufh50AAWzPqbUiVLmHCGQghhfBLYhRBCY4UK+jH3n6kM+Lq/erfdYDAw7q/JtO74ZoZ11+LJUlNT+XfZCpq26cAvv40iITFRvdaudUs2rFpKl47tzaYOvBBCGJM8mSOEEEZgaWlJrx7dqFO7Jt8MGKyWfTx3/gLtunSnbp1adGrfllrVq6kPq77uDAYDBw8fYfXa9azdsImIyMgM1/2LFuGngd9TMTjIRDMUQgjTkMAuhBBGVMgv/W77jDnz+O2PMSQlJWEwGNiwaTMbNm3Gy8uTRvXrUrN6NSpXqPDabfTzvJAO4OTkxPvv9KF3j25YW1ubYJZCCGFaJt84KSvIxklCCHNwJeQqg34exo5de5543drKiuCg8tSsVpUa1atSqkTxHLnkIy4+nqPHT7Bh439PDekAbq6u9Ojame5dOpErV64snqUQQmSOMTZOksAuhBBZ7OKlyyz4dwn/LltBdHTMU1+XN28ealStQo1qValRrQqeHh5ZOEttJKekcObMWY4eP8mxEyc4fuIUFy9f5mn/73F1zUvj+vVo0qghlSoEyXIhIUS2I4E9kySwCyHMUUpKKnv372f7rj3s2LWbs+fOP/P1BXx9KVzIj0J+fhQuVJCCfn4UKuiHl6eHWdQfj49P4Nr16xw/eYpjJ05y7MRJzp49p9ZLfxoJ6UKInMQYgV3WsAshhInY2FhTs3o1alavBkD4rVvs3L2X7Tt3sWP3nsfuvl+9do2r166xhR0Z2u3t7Sjk50fBgulh3q+AL7lz5cLZ2QlnJyecnJxwdnbCydExU2vADQYDd2NjCQ+/RfitCMJv3SIsPJzQsHDCwtOPw8LDuXs39oX6s7S0xL9IESoElaNxwwYS0oUQ4jkksAshhJnw9PCgbasWtG3VgrS0NE6fPceOnbvZvms3Bw8dJiX1yTumJiYmcerMWU6dOfvcMezs7HBydMTZ2Qm9Xo9L7tykpupJ1aeSkpJCamoqKamp6d9T0r+npaW90s/lV8CXMoEBlC0dSOnAAAJKlsDe/vV6uFYIIV6FBHYhhDBDFhYWBJQsQUDJEvR7uxdJSUlcCbnK5SshXA4JSf9+JYRLl69w5+7dF+43KSmJpKQkIqOiADLsGvqqbKyt8fT0oHgxf8qWDqRMYAClAwLInVseGBVCiFchgV0IIbIBOzs7ShQvRonixR67FnP7threr4SEcONmKLFxccTFxRMbG0dsXGz6cVxchrvlTk5OxMXFPXdsnU6Ho4MDnp4eeLi74+npgbenB16enulfXunf8+ZxyZFVbYQQwtQksAshRDaXx8WFPOVcCCpX9pmvUxSFhIRE4uLjiI2NIzklBYNej7W1NdbW1tjY2Dw4trZS22R9uRBCmJYEdiGEeE3odDocHR1wdHTIliUihRDidSW/uxRCCCGEEMKMSWAXQgghhBDCjElgF0IIIYQQwoxJYBdCCCGEEMKMSWAXQgghhBDCjElgF0IIIYQQwoxJYBdCCCGEEMKMSWAXQgghhBDCjElgF0IIIYQQwoxJYBdCCCGEEMKMSWAXQgghhBDCjElgF0IIIYQQwoxJYBdCCCGEEMKMSWAXQgghhBDCjElgF0IIIYQQwoxJYBdCCCGEEMKMSWAXQgghhBDCjElgF0IIIYQQwoxJYBdCCCGEEMKMSWAXQgghhBDCjElgF0IIIYQQwoxJYBdCCCGEEMKMSWAXQgghhBDCjElgF0IIIYQQwoxZmXoCT6LT6aYCve+d+iuKcsGU8xFCiNdVckoKYWHhRMfEkJiYRFJSEolJiSQmJpKYmERiUpJ6nJSURHJKClZWVtjZ2mJra4OtjS02tjbY2tpia2ODnZ2d2p47dy68vTzxcHfH2tra1D+qEEKYLbML7DqdrgXpYT0OcDLxdIQQIsdSFIXbd+5wMzSMm6Gh3LgZys3QMEJD07/fuBlKRGSk0eeh0+lwc3XF28sTLy9PvDw904/vfc/n7Y23txc6nc7ocxFCCHNkVoFdp9O5A5OB+YAXUNu0MxJCiJzjVkQER44d5+ixExw5dpwTp04TFxdn6mmhKAoRkZFEREZy7MTJJ74mj4sLpQMDKFs6gDKBgZQJDMDNzTWLZyqEEKZhVoEdmHTv+wfAYlNORAghsrPExEROnDp9L6Af58ixE4SGhb10PxYWFnh6eODu5oq9vT329nY42NtjZ2eHvZ0ddvb22Nvda7O3w8baGoPBQFJyMsnJySQnp5Cccu/7Q21JyUlER8cQFn6LiMhIFEV55jxibt9m246dbNuxU23L5+NNmcAAypROD/CBAaVwcnR86Z9RCCHMndkEdp1O1xNoDbRRFCVKfvUphBAvTq/Xc/DwETZt2caevfs4c+48BoPhue9zsLcnn483Pj7e+Hh74+PthY+3d3qbt1eWrC9PSUklIjKC0LBwQsPCCQsPJ+yh40tXrhAb+/hvAm7cTF/Gs2b9RiB9aU3pgFLUe6MO9d+oTfFi/rKMRgiRI5hFYNfpdH7AaGCWoihLTT0fIYTILm5FRDBl+gwWL13O7Tt3nvlaOzs7AkuVpGyZ0pQrE0i50qXNYm24jY01+Xx8yOfj88TraWlphFy7xrHjJzh2/CRHT5zg1OmzJCcnZ3idoigcO3GSYydO8sef48ifz4c+b/Wgc4d22NjIQ61CiOxL97xfQxp9AjqdBfAf4A8EKooSc699C+lr2F+4SoxOpzv4lEtl7e3tLUuWLKnBjIUQwvRSU1OJjIz6f3v3HmNHWcZx/PtroWtLZUFaaVRCrBQwmICIgEBCoYGABAWV+A+3jUAImEIjEanhpiFCxAslIlpLi0BVGm4qF1GgQK1iYqliKFAwRbSlCAUK9HSL+PjH+248bPa0e5k9M7Pn90k2s2dmzuyzb86Zeead98KG115r2Zykq6uLSRPfw8SJE5k0cSJdXV2lJ+dFiQh6e3vZ1DdaTaNBb28vA5XEhAnbs+vUqXR3d7c9TjPrPKtWraLRaGyIiMI62hRSwy5pDbD7EN5yS0ScnH+fQ0rMj+tL1kfBuEaj8c6KFSv+MkrH7zR75+VTpUYxNrgsi+XybLJlc4M3tl7pvi1jojy3bG7w5saNZYcxJsqyQlyexXJ5FmtfCh7psKgmMc8Bm4ew/1oASTOAK4CFEXHPSIOIiE8MtL6v5r3Vdhsal2dxXJbFcnkWy+VZHJdlsVyexXJ5FmsrLT6GrZCEPSJmDfOt+wBdQI+knhb7rM6PcE90+3YzMzMz6zRldzpdAyxose040ljsS4CNeV8zMzMzs45SasIeESuBMwbaljudTgPmDrbTqZmZmZnZWDOu7ADMzMzMzKw1J+xmZmZmZhVW+jjsZmZmZmbWmmvYzczMzMwqzAm7mZmZmVmFOWE3MzMzM6swJ+xmZmZmZhXmhN3MzMzMrMKcsJuZmZmZVZgTdjMzMzOzCnPCDkhaICnyzx5lx1MnknaTdJ2kxyS9KKlX0lpJj0rqkbR92THWiaQZki6U9KCkFyRtkbRe0l2Sjig7vjqRtL2k8yQtlLQyl2VIOqPs2KpO0ock3ZC/y72S1kj6vqSdy46tTiR9QdK1+Xy4MX/+bi47rjqStIukMyTdIelZSQ1Jr0taJulLkpzPDJGkqyQ9kK81DUkbJD0u6VJJu5QdX91JOqUptxzxdafjJ06SdDzwS+BNYDIwIyKeLTeq+pA0E7gLeAz4O7AB2AU4FtgNWAocFRH/KSnEWpH0c+CLwJPAMlJ57gV8BhgPnBcR88qLsD4k7QS8ml+uB7aQPpNnRsRPSgus4iR9BFgOvJ/03X4KOBA4AngaODQiXikvwvqQtBLYl3R9+SewN3BLRJxcamA1JOls4IfAOuAh4B/ArsDngG7gNuCk6PSkZggkbQFWkK43LwE7AAcDBwBrgYMj4oXyIqwvSbsBT5Cu25Mp4LqzXRGB1ZWkqcB84BfANODwciOqpeXAzhHx3+aVuWb9fmAm6YR6a/tDq6X7gKsi4vHmlZIOB34LfFvSkohYV0p09bIJ+DSwMiLWSboMuLTckGrhOlKyPjsiru1bKem7wBzgCuDskmKrmzmkRP1Z0vXloXLDqbVnSBUXdzdfbyTNBf4EfJ50rbmtnPBqaceI2Nx/paQrgLnARcA5bY+q5iQJWAi8AtwOXFDEcTv9EdKP8/LcUqOosYjY0j9Zz+vfBu7ML2e0N6r6iohF/ZP1vP5h0tOKCcAh7Y6rjvJn817f3AyepOnA0cAa4Af9Nl8KvAWcImmHNodWSxHxUESsdq3vyEXEgxHxq/7Xm4h4Ebg+v5zZ9sBqbKBkPeurYPO1e3hmA0cCPaRzZiE6NmGXdDpwAnC2H+8WT9J4Uu0mwF/LjGUMeTsv3bzIRsuReXn/AInRG8DvgUmkx+ZmVeFzY7GOz0tfu4dI0keBK4FrIuKRIo/dkU1iJO0OXAPcHBF3bmt/2zZJU4AvAwKmAkcBewCLgV+XGNqYkD+zs0jNPAo9CZg12Ssvn2mxfTWpBn5P4IG2RGS2FZK2A07NL+8rM5a6knQBqZ11N6n9+mGkZP3KMuOqm/xZvInUv2Ju0cfvuIQ99yS/kdQJaHbJ4YwlU3h3++AArgbm+nHwyEjqAm4BuoCvRsSr23iL2XB15+XrLbb3rd+pDbGYDcaVwMeAeyLiN2UHU1MXkDrw9rkPOD0i/l1SPHV1CfBx4LCIaBR98Fo2iclDjMUQfpqH0ZpD6vxzphOfZITlCUBEPBURIt0E7k4q57OARyS9r83/UqmKKM+mY40n3bEfSuocfXW7/o8qKLIsrRDKS9+EW+kkzQa+QhrJ6JSSw6mtiJiWr9/TSB13pwOPS9q/3MjqQ9KBpFr170TEH0bjb9S1hv05oFVniYGshTTGNWmEg4URcc9oBFZTwyrPgUTEO6THQddIWg/8DPgGqblMpyikPHOyfjNwEqkT0Mkd+LSisM+mDUpfDXp3i+079tvPrBSSziU1bX0SmBURG0oOqfYiYj1wh6QVpGZxPyU9vbCtaGoK8wxw8Wj9nVom7BExa5hv3YfUrKBHUk+LfVanEXk4sVPat4+gPLfl3rycOUrHr6QiyjOfABaTkvXFwKn5ZqijjOJn0wb2dF7u2WJ736gRrdq4m406SecD3wP+RkrWXyo5pDElIp6X9CSwn6QpEfFy2TFV3GT+f87cnHPI/uZLmk/qjHr+cP5ILRP2EVgDLGix7TjS46AlwMa8r43MB/PSPfeHQNIEUo36Z0k1HD0DDZ1pNgr6xgk/WtK4fuNdv5fUNKsB/LGM4MwkXUhqt76SNCmfk8nR8YG87LiKomHopXVuuT+pXfsyUoXIsJvLdFTCHhErgQGnh5W0lJSwz/VMp4Mn6SDgiYjY1G/9ZNLjSoC72x5YTeUOpreThsRcAJzlZN3aJSKek3Q/aSSYc4FrmzZfTpoJ8UcRUdjYwmaDJeliUhPLPwNHuxnM8EnaG3gtj2PfvH4c8E3S5GnL3ddv23IH01a55WWkhP1Gz3RqZbsImCnpYVLb9U2k6d+PJY0ksRz4Vnnh1c71pGT9ZeBfwCUDPF5bGhFL2xxXLUn6Gmk6eID98rJH0mH592UjPYmOQeeQvrfzJM0CVgEHAUeQmsJ8vcTYakXSCaT5PiBVCAF8StKi/PvLEVHILIhjnaTTSMn6O8CjwOwBzo1rImJRm0Orq2NIM2c/Quor9ApppJjDSZ1OXwTOLC88688Ju43UfNJMXp8ktVWfBLxKqgG5FbghItwkZvA+nJdTSENEtbJ09EMZE44hXYCaHcK7Z4t1wt4k17IfQEqOjiHdQK4D5gGXu1ZzSPYDTuu3bnr+AXiegqYt7wB958bxQKs2wA8Di9oSTf39jjTb+6HAvqQKtrdIN+U3AfP8Xa8Wdd6gE2ZmZmZm9VHLcdjNzMzMzDqFE3YzMzMzswpzwm5mZmZmVmFO2M3MzMzMKswJu5mZmZlZhTlhNzMzMzOrMCfsZmZmZmYV5oTdzMzMzKzCnLCbmZmZmVWYE3YzMzMzswpzwm5mZmZmVmFO2M3MzMzMKswJu5mZmZlZhTlhNzMzMzOrMCfsZmZmZmYV5oTdzMzMzKzCnLCbmZmZmVXY/wDHh+aQlnTH0wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 252,
       "width": 374
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples_normed = samples[np.abs(samples).sum(axis=1) < 5]\n",
    "sns.kdeplot(*samples_normed.T)\n",
    "plt.ylim(-4, 4)\n",
    "plt.xlim(-4, 4);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# over-relaxation\n",
    "x, y = -1, -1\n",
    "samples = [(x, y)]\n",
    "\n",
    "seed(31)\n",
    "nu = norm(loc=0, scale=1)\n",
    "alpha = 0.5\n",
    "for _ in range(500):\n",
    "    sigma_x = np.sqrt(1 / (2 * y ** 2))\n",
    "    x_giv_y = norm(loc=0, scale=sigma_x)\n",
    "    x = x_giv_y.rvs()\n",
    "    # x' transformation\n",
    "    x = alpha * x + sigma_x * np.sqrt(1 - alpha ** 2) * nu.rvs()\n",
    "    samples.append([x, y])\n",
    "    \n",
    "    sigma_y = np.sqrt(1 / (2 * x ** 2))\n",
    "    y_giv_x = norm(loc=0, scale=sigma_y)\n",
    "    y = y_giv_x.rvs()\n",
    "    # y' transformation\n",
    "    y = alpha * y + sigma_y * np.sqrt(1 - alpha ** 2) * nu.rvs()\n",
    "    samples.append([x, y])\n",
    "    \n",
    "samples = np.r_[samples]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 252,
       "width": 374
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(*X, Z, levels=3, cmap=\"inferno\")\n",
    "plt.scatter(*samples.T, s=10, alpha=0.5)\n",
    "plt.ylim(-4, 4)\n",
    "plt.xlim(-4, 4);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
